{"as_of":"2026-08-15T02:52:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:1120efd670f62fc110000e3d8870c84eff086f59d63d1d26534a51eaa8865dc3","coverage":[{"denominator":94,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":94,"source":"paper_references, paper_reference_links","source_observed_at":"2026-05-20T12:29:30.505761Z","state":"measured"},{"denominator":97,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":97,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-14T06:32:32.682623+00:00","state":"measured"},{"denominator":3,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":3,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-02T07:51:14.115517Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2605.17672","snapshot_observed_at":"2026-07-12T10:30:01.871842Z","title":"Stop when reasoning converges: Semantic-preserving early exit for reasoning models, 2026","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2606.30852","last_updated":"2026-07-04T03:36:21Z","snapshot_observed_at":"2026-08-14T00:25:11.543380Z","submitted_at":"2026-06-29T19:33:42Z","title":"When Does Learning to Stop Help? A Cost-Aware Study of Early Exits in Reasoning Models","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-07-12T10:30:01.871842Z"},"links":{"cited_paper":"/paper/2605.17672","citing_paper":"/paper/2606.30852"},"observation_digest":"sha256:3b066f81ad58c8ec61745357ce280228fc7060ad40cd1a1a9de947d2ea5bc624","observation_id":"6fac1e0e-034b-4181-ad26-e2a66edfbc7a","resolution":{"observed_at":"2026-07-12T10:30:01.871842Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2605.17672","snapshot_observed_at":"2026-07-13T05:38:27.357469Z","title":"Stop when reasoning converges: Semantic-preserving early exit for reasoning models.arXiv preprint arXiv:2605.17672,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.08940","last_updated":"2026-07-18T17:05:31Z","snapshot_observed_at":"2026-08-14T18:01:33.066392Z","submitted_at":"2026-07-09T21:09:05Z","title":"TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-07-13T05:38:27.357469Z"},"links":{"cited_paper":"/paper/2605.17672","citing_paper":"/paper/2607.08940"},"observation_digest":"sha256:e3f9e508099831611e4d1bd0050d4c6099b1ec7fa02f091cd3214f824f54586d","observation_id":"a7d57549-a43c-4875-8d53-26e4a3dc9082","resolution":{"observed_at":"2026-07-13T05:38:27.357469Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2605.17672","snapshot_observed_at":"2026-08-02T07:51:14.115517Z","title":"Stop when reasoning converges: Semantic-preserving early exit for reasoning models.arXiv preprint arXiv:2605.17672,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.08940","last_updated":"2026-07-18T17:05:31Z","snapshot_observed_at":"2026-08-14T18:01:33.066392Z","submitted_at":"2026-07-09T21:09:05Z","title":"TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning","version":2},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-02T07:51:14.115517Z"},"links":{"cited_paper":"/paper/2605.17672","citing_paper":"/paper/2607.08940"},"observation_digest":"sha256:2a55b851e3141a554a1fc7eb0f87eb3d03ea50ee1b1445adc67dbb03878cf2ac","observation_id":"8bd44b6a-a62a-4be7-bf4b-2bf8d207ca47","resolution":{"observed_at":"2026-08-02T07:51:14.115517Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2605.17672/citation-record","integrity":"/paper/2605.17672/integrity","json":"/paper/2605.17672/citation-record.json","paper":"/paper/2605.17672"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-10T14:27:07.512699Z","title":"Deepseek-r1 incentivizes reasoning in llms through reinforcement learning.Nature, 645(8081):633–638","venue":null,"work_id":"f01253de-58e9-4b0f-a91e-4ef797517a24","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:fe9ce95ffa7a46f5a4204b22b9758d1322d07b02bb20f94b801caaeb535943ee","observation_id":"b60e8d8b-e6a5-4b97-83c0-69695129d845","resolution":{"observed_at":"2026-05-20T12:33:27.911032Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2412.16720","last_updated":"2026-04-30T02:46:40Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-12-21T18:04:31Z","title":"OpenAI o1 System Card","version":2},"cited_work":{"arxiv_id":"2412.16720","doi":"10.48550/arxiv.2412.16720","metadata_source":"pith","pith_arxiv_id":"2412.16720","snapshot_observed_at":"2026-08-05T02:49:54.815029Z","title":"OpenAI o1 System Card","venue":"cs.AI","work_id":"68d3c334-0fc9-49e3-b7b0-a69afae933e2","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2412.16720","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:fce0bb65c411ae42f546d9445ec9743a4baf972d22a0eccfbc7d574f47277c9c","observation_id":"e1702212-4a14-4abd-ad31-75e10a58f742","resolution":{"observed_at":"2026-05-20T12:33:17.054548Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-07T13:33:50.903887Z","title":"Chain-of-thought prompting elicits reasoning in large language models","venue":null,"work_id":"3c1378f6-2da6-4177-a291-457b1d9a8feb","year":2022},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:149f663d1f7da4f606e6bd2692aae5101ca428429759652009b8e1e6b0f2661e","observation_id":"00634cca-3fdb-44a1-8133-79fe466af649","resolution":{"observed_at":"2026-05-20T12:33:27.905309Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"files/1228896","doi":"10.18653/v1/2025.emnlp-main","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-11T11:50:26.030339Z","title":"Stolfo, A., Balachandran, V ., Yousefi, S., Horvitz, E., and Nushi, B","venue":null,"work_id":"e8f5282f-30a2-4e6a-96fd-5aa884a0e8a0","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:f853dbf680dc42884b611ee1a5de2fa9af2ecaa9edb05275c7567dc3a998c85b","observation_id":"b245e15d-d2d1-418b-b478-35a218773b66","resolution":{"observed_at":"2026-05-20T12:33:16.705469Z","resolver_source":"doi","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-10T17:08:19.403756+00:00","source":"crossref_status_cache"},{"observed_at":"2026-08-10T17:08:19.403756+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"a59a004d-2642-4041-95c5-28a56006a3c5","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:2660d29402e462d94a84b9137e2afa6ebb3e175b247f02588c5ab370d743d22c","observation_id":"2be3e787-426d-4289-b12e-5514a8ead0ae","resolution":{"observed_at":"2026-05-20T12:33:27.907238Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Towards thinking-optimal scaling of test- time compute for LLM reasoning","venue":null,"work_id":"65bf9a0d-dda6-4f83-9fb1-530884970528","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:9663a0a88ccaf8802d4c1c14f02be067a8d3c03112f224c2083769e2baf70e96","observation_id":"cdfb56d3-4929-4d07-8d60-9246ee06ffd5","resolution":{"observed_at":"2026-05-20T12:33:27.913228Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.09388","last_updated":"2025-05-14T13:41:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-05-14T13:41:34Z","title":"Qwen3 Technical Report","version":1},"cited_work":{"arxiv_id":"2505.09388","doi":"10.1016/j.aiopen.2022.12","metadata_source":"pith","pith_arxiv_id":"2505.09388","snapshot_observed_at":"2026-07-11T11:50:26.030339Z","title":"Qwen3 Technical Report","venue":"cs.CL","work_id":"25a4e30c-1232-48e7-9925-02fa12ba7c9e","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2505.09388","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:3316a6484fa41fce995c43d6f3bf33905dbf7c7f31d141dd9d27230ab2f7ac65","observation_id":"b481d3f8-41ea-4347-9858-7e888dd85f2c","resolution":{"observed_at":"2026-05-20T12:33:17.061086Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-07T18:04:01.366465Z","title":"Scaling llm test-time compute optimally can be more effective than scaling parameters for reasoning","venue":null,"work_id":"61688fd4-0ab0-4753-9921-d4d8956d032a","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:f525934b94fa29d17c762e89651f37a68ca38189cfa3ebbef85983c3ba2234bb","observation_id":"41291be0-3631-4a0a-83c8-3e9e639dfb78","resolution":{"observed_at":"2026-05-20T12:33:27.909085Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2507.11473","last_updated":"2025-12-07T02:14:12Z","snapshot_observed_at":"2026-08-10T09:38:50.886870Z","submitted_at":"2025-07-15T16:43:41Z","title":"Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety","version":2},"cited_work":{"arxiv_id":"2507.11473","doi":"10.48550/arxiv.2507.11473","metadata_source":"pith","pith_arxiv_id":"2507.11473","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety","venue":"cs.AI","work_id":"25569634-c9fc-4cdf-97bb-6cc02c0688c3","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2507.11473","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:afbc77a8314d5e30e000fac1a1edc55905391241327a81a096c92d51000e7821","observation_id":"4541e96e-4c36-4095-a05e-9b7643342e95","resolution":{"observed_at":"2026-05-20T14:19:45.019656Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:05.902435+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:05.902435+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"How far are we from optimal reasoning efficiency? InThe Thirty-ninth Annual Conference on Neural Information Processing Systems","venue":null,"work_id":"a1c298d6-3ff4-423e-87e3-b675280e22f2","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:696b20eafdcba7efbb48a425f37dd6f6f80228d9e898c864ff9d5f502e242d3b","observation_id":"1b4ce616-87ea-439b-bf87-4cdac6a0d606","resolution":{"observed_at":"2026-05-20T12:33:27.866107Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.02678","last_updated":"2025-06-14T17:11:38Z","snapshot_observed_at":"2026-08-14T04:15:14.186676Z","submitted_at":"2025-06-03T09:23:41Z","title":"TL;DR: Too Long, Do Re-weighting for Efficient LLM Reasoning Compression","version":3},"cited_work":{"arxiv_id":"2506.02678","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.02678","snapshot_observed_at":"2026-07-03T05:37:40.394539Z","title":"Tl;dr: Too long, do re-weighting for efficient llm reasoning compression","venue":null,"work_id":"646b0274-09aa-4e0a-a1e5-7b3545266dbc","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2506.02678","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:8a917cd44059e06c586e32d7f3afcbf0d22e2215cb67452d1bf2d9756ac48030","observation_id":"36d20faa-4c6e-4ce6-ab15-25fdcd4d949d","resolution":{"observed_at":"2026-05-20T12:33:17.035460Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Language agent tree search unifies reasoning, acting, and planning in language models","venue":null,"work_id":"0bf86376-ccb0-4ed2-abb8-a224d45104c2","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:c616c42c418372578813e61073e3431a810f259790000b68b7098db2d9d6015d","observation_id":"4239e332-9829-44a3-9f1a-c9779b4a38eb","resolution":{"observed_at":"2026-05-20T12:33:27.882661Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-07T13:33:50.932125Z","title":"React: Synergizing reasoning and acting in language models","venue":null,"work_id":"b90accac-3150-4f81-9ee6-b600d086c55e","year":2023},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:108b764f4a9a728124f78b44c8532166a6406da684d3e77437dc053ea8f59196","observation_id":"c9cb33ec-6ee0-43df-bfa9-117c06814bff","resolution":{"observed_at":"2026-05-20T12:33:27.903425Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.11107","last_updated":"2025-05-16T10:40:35Z","snapshot_observed_at":"2026-08-07T15:44:44.133748Z","submitted_at":"2025-05-16T10:40:35Z","title":"Group Think: Multiple Concurrent Reasoning Agents Collaborating at Token Level Granularity","version":1},"cited_work":{"arxiv_id":"2505.11107","doi":"10.48550/arxiv.2505.11107","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.11107","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Group think: Multiple concurrent reasoning agents collaborating at token level granularity","venue":"ArXiv.org","work_id":"1eb39daa-167a-4d9d-a861-262e568e131c","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2505.11107","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:768d732beb11e0cb898796b8d109fb9a213b6b00821577b9b355f323ff9eb13e","observation_id":"a9bc0650-0a8b-4011-93e7-72811fd95119","resolution":{"observed_at":"2026-05-20T12:33:17.041567Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2602.13691","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Phgpo: Pheromone-guided policy optimization for long-horizon tool planning","venue":null,"work_id":"71dc2af4-776c-452b-82f3-bd210f697a78","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:8cee51b8d07ef0867a822459616be28d3f8c45e2c7734e6c81c9ddf6edc6d5d1","observation_id":"e65a76b5-6745-46b5-b2d1-199edfc8f67b","resolution":{"observed_at":"2026-05-20T12:33:17.038440Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.00753","last_updated":"2026-05-06T06:53:19Z","snapshot_observed_at":"2026-08-14T01:16:16.080437Z","submitted_at":"2025-05-01T08:29:26Z","title":"LLM-Based Human-Agent Collaboration and Interaction Systems: A Survey","version":5},"cited_work":{"arxiv_id":"2505.00753","doi":"10.48550/arxiv.2505.00753","metadata_source":"pith","pith_arxiv_id":"2505.00753","snapshot_observed_at":"2026-08-05T02:49:54.815029Z","title":"LLM-Based Human-Agent Collaboration and Interaction Systems: A Survey","venue":"cs.CL","work_id":"a7ebec49-2672-4501-8b2e-95de0394e874","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2505.00753","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:94d2574defc4f48fe8145dade0bf6ddd80bfb5ff139423d930dfdce42e29c47a","observation_id":"e5bd01be-abf1-41fa-81ae-c9eaeb08c079","resolution":{"observed_at":"2026-05-20T12:33:17.032205Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-09T07:46:03.913949Z","title":"Do NOT think that much for 2+3=? on the overthinking of long reasoning models","venue":null,"work_id":"7e0b004a-7224-4f3c-99e0-d97484d93298","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:c952d820cc1ed0f7a3a5ef95e296b6f6e659fcb2991bcbf41645ea5cd26fa01a","observation_id":"dbe4cdb2-b66a-47b1-b8a4-34e84a9eaba0","resolution":{"observed_at":"2026-05-20T12:33:27.856902Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2510.10103","doi":"10.48550/arxiv.2510.10103","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Stop when enough: Adaptive early-stopping for chain-of-thought reasoning","venue":"ArXiv.org","work_id":"b8bacf7a-d816-4942-9986-b76e7c2d4229","year":2005},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:8410c9974a2964ad99650b880575bd1bf12cd259b4401ecb59600178cfd22cf1","observation_id":"da00537a-ee31-4abb-b79f-54632f800873","resolution":{"observed_at":"2026-05-20T12:33:16.996286Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2025.emnlp-main.673","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"LightThinker: Thinking step-by-step compression","venue":null,"work_id":"0f47162c-e659-4191-86df-81d39da5970a","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:287c303dc4c43b736370e3fb9990900cd086491c3c10bc96317b2b4b580d3910","observation_id":"9bfe9c2b-6937-4a7f-9b90-30d656d09fed","resolution":{"observed_at":"2026-05-20T12:33:16.689340Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Training language models to reason efficiently","venue":null,"work_id":"b770100d-ea38-4771-b455-0656f11c5330","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:bb22c2c4199570866e579c06b9fb47866b61357ba53de433cbe24d4c104516f8","observation_id":"a88d2cfb-19e6-4235-8cde-fa3eeb5db25f","resolution":{"observed_at":"2026-05-20T12:33:17.828199Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"O1-pruner: Length-harmonizing fine-tuning for o1-like reasoning pruning","venue":null,"work_id":"44190fbf-dde0-437d-aaaf-d0e6ac073d16","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:658c227726300d025e0b4c09927f9b9d3e5d7be60e117c886c168e642fe85b73","observation_id":"a8a705d8-e805-4445-b57c-f331551ec49e","resolution":{"observed_at":"2026-05-20T12:33:27.898285Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"C3ot: Generating shorter chain-of- thought without compromising effectiveness","venue":null,"work_id":"c4c0c175-8e87-46d7-b982-8259998af073","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:991b657d184f4470f9486a3e3a4a5a015692fcc656838fe5e1013b5f17e07ee3","observation_id":"486f159f-0bfc-4c35-a9f8-74109a602adc","resolution":{"observed_at":"2026-05-20T12:33:27.875755Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2025.acl-long.300","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"CoT-valve: Length-compressible chain-of-thought tuning","venue":null,"work_id":"7a5b7e69-8ba6-4a06-8ff3-711373a66509","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:b2330e4fdbaba8af69e7637aee34298f01fc1d75b7f32571a4f2f7d8aae229cd","observation_id":"d77e1228-e25b-4908-8fb7-a45cf01d9491","resolution":{"observed_at":"2026-05-20T12:33:16.700258Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-05-21T05:52:58.659016+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-21T05:52:58.659016+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.12599","last_updated":"2025-06-03T02:14:54Z","snapshot_observed_at":"2026-08-11T01:31:26.242281Z","submitted_at":"2025-01-22T02:48:14Z","title":"Kimi k1.5: Scaling Reinforcement Learning with LLMs","version":4},"cited_work":{"arxiv_id":"2501.12599","doi":"10.48550/arxiv.2501.12599","metadata_source":"pith","pith_arxiv_id":"2501.12599","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Kimi k1.5: Scaling Reinforcement Learning with LLMs","venue":"cs.AI","work_id":"bff96ab1-bd6a-4585-be23-74fdb51969c7","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2501.12599","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:ee771f2500e4a918f97e1464a4f0848fdf6a931d1d34ea459ea475f975fed21d","observation_id":"1b8143f7-acd4-4f90-997d-f2bd8332f469","resolution":{"observed_at":"2026-05-20T12:33:17.018304Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-07-09T10:48:38.585868+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-09T10:48:38.585868+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.18600","last_updated":"2025-03-03T17:08:21Z","snapshot_observed_at":"2026-08-07T17:49:06.764625Z","submitted_at":"2025-02-25T19:36:06Z","title":"Chain of Draft: Thinking Faster by Writing Less","version":2},"cited_work":{"arxiv_id":"2502.18600","doi":"10.48550/arxiv.2502.18600","metadata_source":"pith","pith_arxiv_id":"2502.18600","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"arXiv preprint arXiv:2502.18600 , year=","venue":"cs.CL","work_id":"9bb5ce25-93d1-4df0-bba6-491d6ba79d28","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2502.18600","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:c61f95247cba096be6703c340fd244b55632b75d55af3b1b05d89c3e453868af","observation_id":"7e4dd015-b1e0-464a-99a7-737babc10646","resolution":{"observed_at":"2026-05-20T12:33:17.028404Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Plan and budget: Effective and efficient test-time scaling on reasoning large language models","venue":null,"work_id":"6d43300b-373c-4627-8b43-f0725a939f2a","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:3d7940003db6aa8d36c93149b79b989c5d69bb1ca9f0230bef3c2590e2075130","observation_id":"6e9739b7-3568-4638-a2c1-8deb9ce3e8ce","resolution":{"observed_at":"2026-05-20T12:33:27.892340Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.19825","last_updated":"2025-01-23T08:45:52Z","snapshot_observed_at":"2026-08-12T23:13:02.941943Z","submitted_at":"2024-07-29T09:21:52Z","title":"Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost","version":2},"cited_work":{"arxiv_id":"2407.19825","doi":"10.48550/arxiv.2407.19825","metadata_source":"arxiv_reference","pith_arxiv_id":"2407.19825","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Concise thoughts: Impact of output length on llm reasoning and cost","venue":"arXiv (Cornell University)","work_id":"3e42d8fa-6b62-47fb-b0b4-c307d541460a","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2407.19825","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:8390ec3a38a88e3f90de3c9af76384194d85e274a27fc2eebce509f4c61c0eee","observation_id":"7753fe70-dc94-48fd-a8d7-e525192dfe95","resolution":{"observed_at":"2026-07-28T01:22:17.782417Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2025.findings-acl.1274","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Token-budget-aware LLM reasoning","venue":null,"work_id":"aced01a2-ea77-4f44-bc94-469663483aec","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:852dfc5f4fe8a7bb878f51aa5e29aa540280c3ff3dd704cfedb2fc05be8578a2","observation_id":"e5098606-d243-4794-933f-788a12d9c27e","resolution":{"observed_at":"2026-05-20T12:33:16.686997Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Confidence-coverage gating for early exit","venue":null,"work_id":"2655215d-c618-48f0-98d5-05b97d79ebe9","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:908d2e0a013d101363b0e9ae8b770998ad061f2caf0c2f665c701814f0d0f7e8","observation_id":"6ed3abb5-bd72-4f6a-86e6-60dbe330f4ac","resolution":{"observed_at":"2026-05-20T12:33:27.901694Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"285432f5-e333-4223-9097-b42e60c15fa4","year":null},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:97f21f14ca90134047cf18a4e72bfb28fdfd8a7215f7e3a76cb2aeb1bd9dcd6f","observation_id":"79e367ad-3a5d-4e45-bacf-e13463bf5604","resolution":{"observed_at":"2026-05-20T12:33:27.894508Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Efficient test-time scaling via self-calibration","venue":null,"work_id":"a040c9e0-0914-4bdd-8a35-114f8b7cc843","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:bfb3e045186ff85d1672a7e5d234e9bda121b53524d5700b8830d6bc59e18269","observation_id":"3c670f0d-7f40-4029-b63d-8621c6c4d899","resolution":{"observed_at":"2026-05-20T12:33:27.870795Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2509.14004","last_updated":"2026-05-18T17:37:52Z","snapshot_observed_at":"2026-08-03T02:27:08.635019Z","submitted_at":"2025-09-17T14:14:05Z","title":"Early Stopping Chain-of-thoughts in Large Language Models","version":2},"cited_work":{"arxiv_id":"2509.14004","doi":null,"metadata_source":"pith","pith_arxiv_id":"2509.14004","snapshot_observed_at":"2026-07-08T04:04:29.265200Z","title":"Early Stopping Chain-of-thoughts in Large Language Models","venue":"cs.CL","work_id":"ec8d501d-19f8-40d2-967e-127c68240742","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2509.14004","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:10ef119672143469b14d8057c7c8f5202e2aa53f6c50336fcb4dd2caa508f20a","observation_id":"bd0621eb-c662-43b0-9b8b-87cc762a2f17","resolution":{"observed_at":"2026-05-20T12:33:17.024368Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2509.26522","last_updated":"2026-04-08T14:33:47Z","snapshot_observed_at":"2026-07-06T22:31:15.349221Z","submitted_at":"2025-09-30T16:59:37Z","title":"Entropy After </Think> for reasoning model early exiting","version":3},"cited_work":{"arxiv_id":"2509.26522","doi":null,"metadata_source":"pith","pith_arxiv_id":"2509.26522","snapshot_observed_at":"2026-07-03T11:08:03.083728Z","title":"Entropy After </Think> for reasoning model early exiting","venue":"cs.LG","work_id":"c8b486c1-231a-4b47-a99b-3d15429f8a3f","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2509.26522","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:a44182eed19ba9a46b8df12c86c212836633fcc334fc5f0f62a077ccdbe513a8","observation_id":"9184cf53-7c7a-437e-8a8a-e224a00f38e5","resolution":{"observed_at":"2026-05-20T12:33:17.015278Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Dynamic early exit in reasoning models","venue":null,"work_id":"0372cadb-cf28-468f-b3d4-44e8397491dc","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:837ef6605f0c293fdb6bf04b7a447f965fd85bbe2b292f7c08ac28ff9d18c5d4","observation_id":"8bd00ce0-da14-4647-86fb-e058097c6ddf","resolution":{"observed_at":"2026-05-20T12:33:27.873449Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Reasoning without self-doubt: More efficient chain-of-thought through certainty probing","venue":null,"work_id":"07a63dbc-2604-403c-92bf-46b354362d83","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:dba7a19b637243a98c9b2c9ef74149cb598fb95fc7e889966543a4e62f18f22e","observation_id":"1fca60b3-b7cd-45a2-abb1-e1b087388db5","resolution":{"observed_at":"2026-05-20T12:33:27.890864Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Efficient reasoning for large reasoning language models via certainty-guided reflection suppression","venue":null,"work_id":"6f573866-f83f-4ae7-9fa3-5e9c732b9b77","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:71189f664c841c3b8969eec42fbe38377486eefb380ef006d1f2769b528783e1","observation_id":"d90f52dd-63f9-4c67-9ea3-fd764e9bfa94","resolution":{"observed_at":"2026-05-20T12:33:27.864035Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2025.emnlp-main.904","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Answer convergence as a signal for early stopping in reasoning","venue":null,"work_id":"e07fb09b-d6c5-418d-b57d-bc4197204e15","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:289fbc46140f447dadd483166b67b5d2ca82d92a75bc284de651090f1352f86b","observation_id":"f1212aeb-a28e-4a4e-922a-3a95f43e0aac","resolution":{"observed_at":"2026-05-20T12:33:16.702720Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-06T22:03:00.174453Z","title":"Semantic uncertainty: Linguistic invariances for uncertainty estimation in natural language generation","venue":null,"work_id":"4da7e84a-a8d3-4214-b9ca-260a242019f0","year":2023},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:119534d29e0b340b3570b85bbfde1b2c20950f662c7b3faadfdf9e363f768489","observation_id":"1ce961b1-1d23-4459-809e-cdb63439596e","resolution":{"observed_at":"2026-05-20T12:33:27.865805Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-09T18:16:26.546355Z","title":"Detecting hallucinations in large language models using semantic entropy.Nature, 630(8017):625–630","venue":null,"work_id":"4020a2fa-9e40-4f35-9815-25ab6a5806c8","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:5f6342abb2f73c3a6c842023b3002d5bb026c4867faa7d187b542d2eff9d4cdd","observation_id":"72b3a4cf-8cb0-415a-b98c-c8554e7a1f64","resolution":{"observed_at":"2026-05-20T12:33:27.870968Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.05176","last_updated":"2025-06-11T02:54:49Z","snapshot_observed_at":"2026-08-15T01:16:11.403193Z","submitted_at":"2025-06-05T15:49:48Z","title":"Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models","version":3},"cited_work":{"arxiv_id":"2506.05176","doi":"10.1016/j.displa.2025.103255","metadata_source":"pith","pith_arxiv_id":"2506.05176","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models","venue":"cs.CL","work_id":"bab684a8-d933-426c-a19e-2c855a0d1f59","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2506.05176","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:4b155e3cf888888dd3a55f3145fa09feeae28e13edbfa29c4b0eda8c6739e757","observation_id":"6057ad64-80bc-480c-8861-3164a5b59628","resolution":{"observed_at":"2026-05-20T12:33:16.984076Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1807.03748","last_updated":"2019-01-22T18:47:12Z","snapshot_observed_at":"2026-08-14T18:53:38.574749Z","submitted_at":"2018-07-10T16:52:11Z","title":"Representation Learning with Contrastive Predictive Coding","version":2},"cited_work":{"arxiv_id":"1807.03748","doi":"10.1609/aaai.v36i10.21390","metadata_source":"pith","pith_arxiv_id":"1807.03748","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Representation Learning with Contrastive Predictive Coding","venue":"cs.LG","work_id":"7b08a1d4-d565-424e-9c86-6ef244b7b90a","year":2018},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/1807.03748","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:af33e934c451543795689eee552241f6928dc64a27b54ba76001c85aed93413f","observation_id":"b7bcc9e4-cb90-437b-8969-36f2f83ebb58","resolution":{"observed_at":"2026-05-20T12:33:17.021005Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2505.00949","doi":"10.48550/arxiv.2505.00949","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Bie, T., Cao, M., Chen, K., Du, L., Gong, M., Gong, Z., Gu, Y ., Hu, J., Huang, Z., Lan, Z., et al","venue":"ArXiv.org","work_id":"863f4416-1708-46c1-b8f9-c894351db269","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:b982c35d1fe5ade4e54e5c26544249412062291ad52cca5096c734cf994f9bf7","observation_id":"bd16fb90-57a0-4226-a6c9-f63799421520","resolution":{"observed_at":"2026-05-20T12:33:16.993286Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-05-25T17:53:22.063501+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T17:53:22.063501+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-08T01:54:26.401245Z","title":"Measuring mathematical problem solving with the MATH dataset","venue":null,"work_id":"0433d3df-e0df-4b3a-be6e-6aae18bff9fe","year":2021},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:a01d804a3ca000b2797acb11ddf787b9048105ecef75a0cbe1c97e9d72fecb3c","observation_id":"60edd21f-6d62-46de-bc60-f962745cbc67","resolution":{"observed_at":"2026-05-20T12:33:27.897841Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-07T15:53:55.014752Z","title":"American invitational mathematics examination (aime) 2024","venue":null,"work_id":"c89df4af-f9f0-4144-8e3e-26c9942c3ba7","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:a93382149b3a3018bbd9ce88f93a0e5c4c5b6e6d4a799605f8d3ad6e371fa838","observation_id":"da0abe8a-ba31-42f1-b20a-a54ac34e86ce","resolution":{"observed_at":"2026-05-20T12:33:17.833860Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-07T11:03:40.086802Z","title":"American invitational mathematics examination (aime) 2025","venue":null,"work_id":"27d55e43-baf9-4333-ab45-2d36e5a48005","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:05950176fadfeed7830de615be6650a8f3c22318d48c5d8af7c4220b3e662947","observation_id":"90467c7e-92a1-44aa-8d35-c346531d39c8","resolution":{"observed_at":"2026-05-20T12:33:17.816421Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"OlympiadBench: A challenging benchmark for promoting AGI with olympiad-level bilin- gual multimodal scientific problems","venue":null,"work_id":"3f1bf0fa-fc70-43ae-8f67-ffb9dac873a0","year":null},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:e3ccda3533db4c04dff0f324f7962f16978b124527298f0791561d296618b9db","observation_id":"396c0209-1f19-4b9e-9230-c2d551e68e90","resolution":{"observed_at":"2026-05-20T12:33:17.818568Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2024.acl-long.211","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"O lympiad B ench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems","venue":null,"work_id":"7b3c92e2-292d-4caa-8dbe-e949ccf083a8","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:af7f8907fb3111e4eb796ed305f47fbbe7cb7805665b0ea84beac74a665c90d9","observation_id":"85ebca1f-4bfa-4368-988f-68d417a42d39","resolution":{"observed_at":"2026-05-20T12:33:16.692034Z","resolver_source":"doi","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-07T20:38:25.422554+00:00","source":"crossref_status_cache"},{"observed_at":"2026-08-07T20:38:25.422554+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"384f32e1-14c7-4216-b925-c5603794dff2","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:384944253b629d0f9cb754cd8008d7fdf6059b1e096c164b3aad9cb21d3138c3","observation_id":"844b9a8b-43f5-4bcc-911d-1933dd1f5ba7","resolution":{"observed_at":"2026-05-20T12:33:17.805007Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Stop overthinking: A survey on efficient reasoning for large language models.Transactions on Machine Learning Re- search","venue":null,"work_id":"b400ea7a-db20-4dc9-b5fd-570b5f8439b9","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:eb275984099a81e84d97b0125a7f78ca90188ebbf83941048d1b98928bfb278f","observation_id":"5a72d29a-8da5-46bc-a3f7-668923901620","resolution":{"observed_at":"2026-05-20T12:33:17.824419Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.00127","last_updated":"2025-04-30T18:48:06Z","snapshot_observed_at":"2026-08-07T17:34:13.816265Z","submitted_at":"2025-04-30T18:48:06Z","title":"Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs","version":1},"cited_work":{"arxiv_id":"2505.00127","doi":"10.48550/arxiv.2505.00127","metadata_source":"pith","pith_arxiv_id":"2505.00127","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Betweenunderthinkingandoverthinking: Anempiricalstudyofreasoninglengthandcorrectnessinllms.arXivpreprint","venue":"cs.CL","work_id":"b686084f-7501-4f71-bba5-86b60b1504f7","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2505.00127","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:7659b36edd622942487029358c000363fdf4573e0fe5362c7844031ca8900aba","observation_id":"43a89133-13cf-4078-b773-10a1e58c1ec9","resolution":{"observed_at":"2026-05-20T12:33:17.002307Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Does thinking more always help? mirage of test-time scaling in reasoning models","venue":null,"work_id":"415bd4be-2044-4c70-be0d-1e4cb36e7834","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:8319616446dce5f91b40eb68618d86a38c0b192588d90e19e1bce0ccdd601f90","observation_id":"6825245e-1d7b-41c6-b133-0786581a77e7","resolution":{"observed_at":"2026-05-20T12:33:27.896466Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"When more is less: Understanding chain-of-thought length in LLMs","venue":null,"work_id":"2fc6a32f-abaf-4b68-95e6-6f76a0ce2d43","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:04891e6dc1e331e9af7b0bf301e6c9cd72ace024184bab9296d389c15d7fba31","observation_id":"d0696d23-2805-48d4-af21-d3e952e67d28","resolution":{"observed_at":"2026-05-20T12:33:17.796140Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2508.17627","doi":"10.48550/arxiv.2508.17627","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"The evolution of thought: Tracking llm overthinking via reasoning dynamics analysis","venue":"arXiv (Cornell University)","work_id":"98557e1d-08c1-4e80-9191-3cfa49b39612","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:0f223336ca94c18768f829a46655dc7e04b4e34e2cb2408acbdaca9d6080b312","observation_id":"61f5872a-a039-4cb9-b6c9-a508fe84a43a","resolution":{"observed_at":"2026-05-20T12:33:17.048461Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"L1: Controlling how long a reasoning model thinks with reinforcement learning","venue":null,"work_id":"2e5dda6d-3b27-4b56-848f-87a3891c9882","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:40098a664f1e71529ba956e05a1116cd97a4850c6f1e1bc701326c7883b98974","observation_id":"2af223ce-6d62-4ff5-b100-cfa8ce773695","resolution":{"observed_at":"2026-05-20T12:33:17.800192Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Thinkprune: Pruning long chain-of-thought of LLMs via reinforcement learning.Transactions on Machine Learning Research","venue":null,"work_id":"4b9df905-7667-44b8-9dbf-850229d20c8b","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:db2bfb6e0bc7992316ab87f21660da9d3423d1a3df6f4da13fdace1500f9d462","observation_id":"d285b119-9d9d-480c-af82-4733bab524bb","resolution":{"observed_at":"2026-05-20T12:33:27.859789Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"S-GRPO: Early exit via reinforcement learning in reasoning models","venue":null,"work_id":"93117357-16eb-408a-8edf-3e9c27928cd5","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:ad04cb1b3daf74026ee00c8b4773246cf3f0b57f547852d07a976d50dc4ff1b4","observation_id":"2a92d67b-1049-43ff-bdf7-bf4d13108e97","resolution":{"observed_at":"2026-05-20T12:33:17.807685Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Making slow thinking faster: Compressing LLM chain-of-thought via step entropy","venue":null,"work_id":"ae7e79ea-3502-4796-954c-8868c517492d","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:55a1e9a32d88880e516c3f33e3a3544ab014a8c153568aa6641b5f355bd83dca","observation_id":"4ac7ec8d-5ef9-4197-8fb8-705ba032b1a4","resolution":{"observed_at":"2026-05-20T12:33:17.814287Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Training large language models to reason in a continuous latent space","venue":null,"work_id":"98db7b6c-cb59-4db6-a6fb-78f3460e2d8b","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:99e270fd147baea48c83ea0db21768049e8bf041c2ecd91fe42cc87c0f692c94","observation_id":"d78a2358-4e04-477c-8af3-1a64d7199c53","resolution":{"observed_at":"2026-05-20T12:33:17.798258Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Semcot: Accelerating chain-of-thought reasoning through semantically-aligned implicit tokens","venue":null,"work_id":"4cc12bcc-ac13-495b-b248-0b75de3c92fb","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:5d43c43192da3e96d895003b8c53145b9ed16824fc6c70005ba507c3706ad0e6","observation_id":"71665c58-d7ef-472a-ad19-4525a43411ac","resolution":{"observed_at":"2026-05-20T12:33:17.790618Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"LIMO: Less is more for reasoning","venue":null,"work_id":"54afa3f4-60aa-4e36-99d1-c9e3673f698d","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:1262ea10b135317046c492903604b24d00718dab8118d952f50d3ef1a60e8384","observation_id":"d9b476c9-891f-4fde-9b3c-210ff1638fc0","resolution":{"observed_at":"2026-05-20T12:33:17.794215Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"DAPO: An open-source LLM reinforcement learning system at scale","venue":null,"work_id":"b19549b7-a021-4f68-8ddd-90769c1167a2","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:fead174997f1642e120ac6403d989889e5f7e288e391a546bdbcaf0f2f78baba","observation_id":"4904d132-05f2-4637-89f2-17414d56ef49","resolution":{"observed_at":"2026-05-20T12:33:17.788741Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Lee, Wen Sun, Wenhao Zhan, and Xuezhou Zhang","venue":null,"work_id":"1e48dee8-4ede-43de-a88b-2022bef39b5d","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:1561e81b021969c90a14b43d7977b046c4018328186dc252d3dca96df24fb8b3","observation_id":"1ff91689-615e-4c83-95a3-0a87bae5e47f","resolution":{"observed_at":"2026-05-20T12:33:17.830001Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"3129.2024","doi":"10.1109/fllm63129.2024","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"10852426","venue":null,"work_id":"fb7ad602-596a-4895-90e8-1e80b6efad8e","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:4a6a82ae5ea160f76a0fade816e468e762748a67e13f5065c7cf40d54ff6e01a","observation_id":"51d2725c-10f5-4aed-b7b1-1bc5302f1e1b","resolution":{"observed_at":"2026-05-20T12:33:16.697580Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"PREMISE: Scalable and strategic prompt optimization for efficient mathematical reasoning in large reasoning models","venue":null,"work_id":"ca3ea3cb-2a08-4bfe-8229-fb2bc4a7280c","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:35ce65d25cc90ce5c194309f0caeca119f94a563711752ff7be14d88a69df82a","observation_id":"32bbcca8-4015-4e84-8c98-f36fe12a5891","resolution":{"observed_at":"2026-05-20T12:33:17.792443Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Just ask for calibration: Strategies for eliciting calibrated confidence scores from language models fine-tuned with human feedback","venue":null,"work_id":"b483b559-b909-4c47-a0df-f6ac7385a8cc","year":2023},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:daf28a920f289f120e959b8e1d1e970f76323f2e3e9ee31161eb2890f2d007b1","observation_id":"43d1fb2a-f65d-401c-9989-a18a2beeafa2","resolution":{"observed_at":"2026-05-20T12:33:17.786778Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Mind the confidence gap: Overconfidence, calibration, and distractor effects in large language models.Transactions on Machine Learning Research","venue":null,"work_id":"8323eeea-caa0-4ab7-b2c2-ae4c6fdc6005","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:30357ccf1205ed1f49de1bbb13c30de17cb6e63c143a3b511b4cc568cef3ad5c","observation_id":"cf8816c2-af0d-4053-9233-4433f1f7744c","resolution":{"observed_at":"2026-05-20T12:33:17.782927Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"8260.364977","doi":"10.1145/3618260.3649771","metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Parameterized Inapproximability Hypothesis under Exponential Time Hypothesis , booktitle =","venue":null,"work_id":"1cf26d44-1eea-4b2f-a0cb-b6d0bb4e95a9","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:d3dafe18d6514c004ad2461bd0aa975993993e4bfedaebd4ffec221b6ef93fce","observation_id":"78017532-213a-4bb2-b680-cc153bfc3489","resolution":{"observed_at":"2026-05-20T12:33:16.684479Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2602.02010","last_updated":"2026-02-02T12:09:59Z","snapshot_observed_at":"2026-08-01T22:51:48.947387Z","submitted_at":"2026-02-02T12:09:59Z","title":"NEAT: Neuron-Based Early Exit for Large Reasoning Models","version":1},"cited_work":{"arxiv_id":"2602.02010","doi":null,"metadata_source":"pith","pith_arxiv_id":"2602.02010","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"NEAT: Neuron-Based Early Exit for Large Reasoning Models","venue":"cs.CL","work_id":"dd354aa4-d530-4329-81e2-d696113c9cf8","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2602.02010","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:e28ad3f85471e5fcba5d0d1963589af327442768d8f8b72d38762e81d261e622","observation_id":"e7506367-7c65-4db0-a467-aa4e7275a065","resolution":{"observed_at":"2026-05-20T12:33:16.977949Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2025.findings-emnlp.394","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Wait, we don’t need to “wait”! removing thinking tokens improves reasoning efficiency","venue":null,"work_id":"ea65e00f-245a-4012-b8f6-40c37f587e59","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:53edd64b92715b15325932b9a667cec756e5614a988d3de11c6cfffec29db162","observation_id":"c1fe7098-7ab3-4194-934c-8927888f5f1d","resolution":{"observed_at":"2026-05-20T12:33:16.681528Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2512.05325","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Lynx: Learning dynamic exits for confidence-controlled reasoning","venue":null,"work_id":"73efd567-b0f6-44fc-a2ea-f26c278a774a","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:65b332e59c53940a8fd316c0b25df8d84deb4e29ee7687ee708ec1cf9340229a","observation_id":"56b267fc-38ce-429e-b8ee-3a545e3d1251","resolution":{"observed_at":"2026-05-20T12:33:16.987025Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Rea- soning models know when they’re right: Probing hidden states for self-verification","venue":null,"work_id":"85405b19-64f1-4592-a8d7-c57cb8b877d6","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:6f0d33b43a929bb634ff448be4c07a9ca645e865652f9807b0fc285f04061122","observation_id":"e2e534c7-a89f-4b2a-8971-30f2387fd59c","resolution":{"observed_at":"2026-05-20T12:33:17.784830Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.36227/techrxiv.176521385.54906010/v1","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"LoRA: Low-rank adaptation of large language models","venue":null,"work_id":"94433dcd-0006-408d-a6b0-a20ced9e49eb","year":2022},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:e28b8452805ccd8f7a3a7a549341c5d1ec71d3c5333bdbaebca2b8bed348dd4a","observation_id":"a5b68585-812f-4357-874d-856258fcf06f","resolution":{"observed_at":"2026-05-20T12:33:17.802697Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Learning transferable visual models from natural language supervision","venue":null,"work_id":"9d0640c2-010c-47eb-8bca-5e13ff947859","year":2021},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:78df9dc385b433a0505367fc2f4c632119f7e9d656ea09091ad62121b63bce70","observation_id":"051d6b70-5cdd-4ea5-a563-492bfafe1af2","resolution":{"observed_at":"2026-05-20T12:33:17.809981Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Stanford University","venue":null,"work_id":"e06ec30f-ba8b-4272-9bbf-fe3fe879fa6c","year":2009},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:3adcd837be65a828398d6e1323a1f517acd43e2b41e8a63302bab9e77d1a2cc7","observation_id":"156bba10-d3b2-4ffd-a71d-fd25fdde48a7","resolution":{"observed_at":"2026-05-20T12:33:27.899953Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2504.09858","last_updated":"2025-04-14T04:08:16Z","snapshot_observed_at":"2026-08-08T01:06:59.135762Z","submitted_at":"2025-04-14T04:08:16Z","title":"Reasoning Models Can Be Effective Without Thinking","version":1},"cited_work":{"arxiv_id":"2504.09858","doi":"10.48550/arxiv.2504.09858","metadata_source":"arxiv_reference","pith_arxiv_id":"2504.09858","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Reasoning models can be effective without thinking","venue":"ArXiv.org","work_id":"848a6fed-fc7c-4c68-ba43-321a7b12e9bb","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2504.09858","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:6586cff88481a2b61754390d698751f850a0229eb62708fec7a9154915dc1d5d","observation_id":"d1bf3c0a-ab36-4350-b425-780c1c9e198d","resolution":{"observed_at":"2026-05-20T12:33:17.005773Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2025.emnlp-main.138","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-03T14:48:32.225027Z","title":"From generation to judgment: Opportunities and challenges of LLM-as-a-judge","venue":"Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing","work_id":"d1491133-c760-4410-a6df-a93780897bef","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:24800a48e7c035a410fac9bbf8ec8893b60e33380fca6e5fef2853c6df2aef87","observation_id":"b27a18c4-3b6f-49c1-8852-97f52d4cf972","resolution":{"observed_at":"2026-05-20T12:33:16.678638Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Mateval: a multi-agent discussion framework for advancing open-ended text evaluation","venue":null,"work_id":"7096e2ab-2661-4fb8-acb4-cad8aaa3e1f7","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:e4ea859be925ec8e145d0617bcdb53c58b68e413b2c9ff3e6233697820a31260","observation_id":"e228b976-85d2-4398-a4f5-bf2a57578e04","resolution":{"observed_at":"2026-05-20T12:33:27.862003Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Dee: Dual-stage explainable evaluation method for text generation","venue":null,"work_id":"35758a8c-db5c-49f5-b73c-bb2b5f438967","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":78,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:8fc8a1a26fe42f0ec542a69c95055da367ad28310f4d73fb709510802bdfeed6","observation_id":"bfbcb44d-9594-4522-8288-ee7a502de15c","resolution":{"observed_at":"2026-05-20T12:33:27.875767Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"How to configure good in-context sequence for visual question answering","venue":null,"work_id":"f1bcc08f-c42b-4e55-bc3d-dd0a9a2aceca","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:2bd5644e14671bdb0959f6ac8bfa8425a7fb071b75e3b22bb6ab75bc735bb6e3","observation_id":"ba4f81be-45c6-4502-8c5a-59b22958b81e","resolution":{"observed_at":"2026-05-20T12:33:17.812028Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2511.14159","last_updated":"2026-07-17T15:39:00Z","snapshot_observed_at":"2026-08-15T01:59:06.020564Z","submitted_at":"2025-11-18T05:48:08Z","title":"MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs","version":4},"cited_work":{"arxiv_id":"2511.14159","doi":null,"metadata_source":"pith","pith_arxiv_id":"2511.14159","snapshot_observed_at":"2026-07-02T07:06:44.173088Z","title":"MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs","venue":"cs.CV","work_id":"cb5f667a-7f79-4e2a-bb4e-88d6cc0fcf53","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":80,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2511.14159","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:47bd255bbc5550d8c50f9a3ca51aaa7661ed6e25e9f6e9b44db66cd7e43286f4","observation_id":"10abb33c-a315-46e3-a63a-f457ba7f409d","resolution":{"observed_at":"2026-05-20T12:33:17.051422Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Enhancing multimodal in-context learning for image classification through coreset optimization","venue":null,"work_id":"28cc4759-2a94-43b0-97eb-15d6416011f1","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":81,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:641aa081396e31956e1c74300592f4b2e991bbc5d19a161389bfe6d1df7ef31e","observation_id":"e88c8668-2bf4-4efb-a3f3-52fe0eda20a6","resolution":{"observed_at":"2026-05-20T12:33:17.822357Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Livecodebench: Holistic and contamination free evaluation of large language models for code","venue":null,"work_id":"f67a6d97-d857-49ba-97e2-034d4c611c93","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":82,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:f3571bcd237de4a2feaa7e9caf9ece20258195ba73a134836f9229917693a766","observation_id":"17ccbeb2-65bb-4879-9258-a4c6daa44dff","resolution":{"observed_at":"2026-05-20T12:33:17.831953Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts","venue":null,"work_id":"7bebd38a-62ab-454c-92eb-e3a485bb9cee","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":83,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:47078c2c21cf2413f82effb669ddc7290f3790412c8cff50277fcf06642d4571","observation_id":"84ed4316-39eb-43b0-b6c3-e7983c546089","resolution":{"observed_at":"2026-05-20T12:33:27.877805Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Measuring multimodal mathematical reasoning with math-vision dataset","venue":null,"work_id":"c18adbda-60b3-4b4a-9d8e-6502a7983043","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":84,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:78e352393460efa55be4d398f30d2dec5797842d14b32b29c55788a110cfab84","observation_id":"a4762a10-1cac-4f53-8075-ce879194ce0b","resolution":{"observed_at":"2026-05-20T12:33:27.868732Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Direct preference optimization: Your language model is secretly a reward model","venue":null,"work_id":"b16e31f9-ad07-405b-b5d9-179329514d71","year":2023},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":85,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:03e444e999cf8c10c0afe4c02584c4647e2d873a09f8a7135f451d415f1ab6a6","observation_id":"1b472278-eda8-43c9-b341-b93ed9d2a117","resolution":{"observed_at":"2026-05-20T12:33:27.886122Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2402.03300","last_updated":"2024-04-27T15:25:53Z","snapshot_observed_at":"2026-08-06T14:58:42.911363Z","submitted_at":"2024-02-05T18:55:32Z","title":"DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models","version":3},"cited_work":{"arxiv_id":"2402.03300","doi":"10.1016/0004-3702(73)90011-8","metadata_source":"pith","pith_arxiv_id":"2402.03300","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models","venue":"cs.CL","work_id":"c5006563-f3ec-438a-9e35-b7b484f34828","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":86,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2402.03300","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:24451c6df3ae69065f962ad24e5cfbce5eafb14015e8a5441538d5203f1c6292","observation_id":"04870cef-681f-433b-8a77-fca775b4e53b","resolution":{"observed_at":"2026-05-20T12:33:16.999062Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.18653/v1/2025.emnlp-main.405","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"ConCISE: Confidence-guided compression in step-by-step efficient reasoning","venue":null,"work_id":"2c2e3808-e5f8-4281-8c31-09a8da5009dd","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":87,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:81e4cf86a42736ce020ed889dbdd8a1d2405ed7bce570f3b3df7bb8956817f46","observation_id":"b14c2fa0-faf1-4716-bf59-9ac6a17c267f","resolution":{"observed_at":"2026-05-20T12:33:16.694058Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Qwq-32b: Embracing the power of reinforcement learning, March 2025","venue":null,"work_id":"e5ed2cb5-f89c-448b-8849-b44e23e7f4f3","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":88,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:78ebd5eb54c1d60221b5f44778780a42759597753fd7d74475dedc037d4d922d","observation_id":"1508b962-54f6-4afd-a116-115c1446cf17","resolution":{"observed_at":"2026-05-20T12:33:27.888618Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2508.10925","last_updated":"2025-08-08T19:24:38Z","snapshot_observed_at":"2026-08-14T02:46:12.121034Z","submitted_at":"2025-08-08T19:24:38Z","title":"gpt-oss-120b & gpt-oss-20b Model Card","version":1},"cited_work":{"arxiv_id":"2508.10925","doi":"10.3115/1073083.1073135","metadata_source":"pith","pith_arxiv_id":"2508.10925","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"gpt-oss-120b & gpt-oss-20b Model Card","venue":"cs.CL","work_id":"178c1f7e-4f19-4392-a45d-45a6dfa88ead","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":89,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2508.10925","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:838315bf6815290956b0f2d063bd47b90550ae6bdc50bfcbd37c7d265c64b26c","observation_id":"b59f61d7-aa28-4ddd-a7e9-695047f0b179","resolution":{"observed_at":"2026-05-20T12:33:17.012208Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-07-11T19:19:47.962081+00:00","source":"crossref_status_cache"},{"observed_at":"2026-07-11T19:19:47.962081+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2508.06471","last_updated":"2025-08-08T17:21:06Z","snapshot_observed_at":"2026-08-11T03:34:09.767397Z","submitted_at":"2025-08-08T17:21:06Z","title":"GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models","version":1},"cited_work":{"arxiv_id":"2508.06471","doi":"10.48550/arxiv.2508.06471","metadata_source":"pith","pith_arxiv_id":"2508.06471","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models","venue":"cs.CL","work_id":"5bb4e5d7-985e-431b-bb0d-75576cdc2950","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":90,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2508.06471","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:22d0353ef2ffea3e2f470c5acd34be4882c63cb111548b96c09492f0dde82a62","observation_id":"a8287bb2-380b-4758-8b1b-01f85e6c650e","resolution":{"observed_at":"2026-05-20T12:33:17.044786Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-05-23T05:23:01.474969+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T05:23:01.474969+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2507.20534","last_updated":"2026-02-03T04:57:00Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-07-28T05:35:43Z","title":"Kimi K2: Open Agentic Intelligence","version":2},"cited_work":{"arxiv_id":"2507.20534","doi":"10.1145/3448609","metadata_source":"pith","pith_arxiv_id":"2507.20534","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Kimi K2: Open Agentic Intelligence","venue":"cs.LG","work_id":"7f18284c-12d3-4137-bea1-1da97e8cf3c1","year":2025},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":91,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2507.20534","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:d536deb7cdbc91d0938e7e2243bc0a64be5aba1250b2f90a443f54dfd2fbade6","observation_id":"52e3b473-71f7-460e-bfce-6b7ca586f37b","resolution":{"observed_at":"2026-05-20T12:33:16.980838Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-05-25T01:23:16.170083+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-25T01:23:16.170083+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2110.14168","last_updated":"2021-11-18T00:23:45Z","snapshot_observed_at":"2026-08-14T02:43:01.480086Z","submitted_at":"2021-10-27T04:49:45Z","title":"Training Verifiers to Solve Math Word Problems","version":2},"cited_work":{"arxiv_id":"2110.14168","doi":"10.1002/j.1545-","metadata_source":"pith","pith_arxiv_id":"2110.14168","snapshot_observed_at":"2026-07-11T11:50:26.030339Z","title":"Training Verifiers to Solve Math Word Problems","venue":"cs.LG","work_id":"acab1aa8-b4d6-40e0-a3ee-25341701dca2","year":2021},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":92,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"cited_paper":"/paper/2110.14168","citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:0a11425189628281101542163628a0da8a3791fd1bec9674f450a6f65cc2b7dc","observation_id":"4e4ea757-4e28-46b8-9685-60bbd07f46cb","resolution":{"observed_at":"2026-05-20T12:33:17.008946Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Openthoughts: Data recipes for reasoning mod- els","venue":null,"work_id":"a43c26a2-9a54-4e46-8ea8-0f78d19f3a1d","year":2026},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":93,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:58f5dfbb3b614e6253324e486a15a97d4bc27feba14890e3c4f62273eb036d7f","observation_id":"93e64bc1-c3d9-4baf-af9b-e672c0ed8352","resolution":{"observed_at":"2026-05-20T12:33:17.826341Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"w/o RD Gate","venue":null,"work_id":"ed1e1b97-486e-4003-8016-33eacc355573","year":2024},"citing_paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models","version":1},"reference_index":94,"source":"pdf_text","source_observed_at":"2026-05-20T12:29:30.505761Z"},"links":{"citing_paper":"/paper/2605.17672"},"observation_digest":"sha256:e27afcd64fcc52b33ec553b73e21d2beba5d1451318f4060056b299df26113e9","observation_id":"937fa194-4638-4bd9-b0f1-4f4401e11bdf","resolution":{"observed_at":"2026-05-20T12:33:17.820506Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2605.17672","last_updated":"2026-05-17T22:04:11Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-07-06T23:28:41.111402Z","submitted_at":"2026-05-17T22:04:11Z","title":"Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models"},"reference_resolution":{"displayed":94,"state_counts":{"malformed_identifier":1,"metadata_mismatch":5,"parse_uncertain":0,"unresolved":3,"verified_exact":33,"verified_fuzzy":52},"total_outbound_references":94},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"thesis":"As of 15 August 2026, this Paper Citation Record lists 94 of 94 outbound references and 3 inbound Pith citation observations for arXiv:2605.17672."}