{"as_of":"2026-08-05T00:29:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:8f4a47cf8ab4399e5a8f84f5878d6700787ac560c67a5dd2e5cca1e9775779dd","coverage":[{"denominator":0,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":32,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":32,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-04T06:34:03.388597+00:00","state":"measured"},{"denominator":32,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":32,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T06:52:33.617279Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-07-10T12:15:01.137692Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2509.02547","last_updated":"2026-04-17T18:09:08Z","snapshot_observed_at":"2026-08-03T09:07:42.489237Z","submitted_at":"2025-09-02T17:46:26Z","title":"The Landscape of Agentic Reinforcement Learning for LLMs: A Survey","version":5},"reference_index":205,"source":"pdf_text","source_observed_at":"2026-05-18T19:19:36.427337Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2509.02547"},"observation_digest":"sha256:29395a01a513d11238e832752d2b2143b658be5b65aabba172dafc0f2bb5624a","observation_id":"6871c4fc-ab02-43dd-84d8-a4eebbcc4f6e","resolution":{"observed_at":"2026-05-18T19:21:47.991648Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-08-04T00:15:12.907707Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2511.02360","last_updated":"2026-05-26T12:26:50Z","snapshot_observed_at":"2026-08-04T00:15:08.705793Z","submitted_at":"2025-11-04T08:28:46Z","title":"LaRe: Latent Refocusing for Multimodal Reasoning","version":4},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-04T00:15:12.907707Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2511.02360"},"observation_digest":"sha256:0def24056aed2df5cc7693a67ecb5779d5ce1936e9f54e0149430f01ab040497","observation_id":"0640b406-19ec-4a90-9b40-85ab12b4f4e8","resolution":{"observed_at":"2026-08-04T00:15:12.907707Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-08-03T20:17:52.528104Z","title":"Zhang, X","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2511.20639","last_updated":"2026-08-03T15:58:02Z","snapshot_observed_at":"2026-08-04T23:34:12.351691Z","submitted_at":"2025-11-25T18:56:57Z","title":"Latent Collaboration in Multi-Agent Systems","version":3},"reference_index":55,"source":"arxiv_source","source_observed_at":"2026-08-03T20:17:52.528104Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2511.20639"},"observation_digest":"sha256:b71059822db68c9c9867447ebb140f8247f4bb046d7f66387182abeab92d5ad6","observation_id":"c0627e24-7093-4c8e-a5ad-0fde0776109d","resolution":{"observed_at":"2026-08-03T20:17:52.528104Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-08-04T06:52:33.617279Z","title":"Zhang, X","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2511.20639","last_updated":"2026-08-03T15:58:02Z","snapshot_observed_at":"2026-08-04T23:34:12.351691Z","submitted_at":"2025-11-25T18:56:57Z","title":"Latent Collaboration in Multi-Agent Systems","version":4},"reference_index":55,"source":"arxiv_source","source_observed_at":"2026-08-04T06:52:33.617279Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2511.20639"},"observation_digest":"sha256:4883b4dee0d58c43cf3edf8f6a267511cc003fc06132a0779e51267dcbe5866f","observation_id":"20488ecd-7d95-4723-92df-5799a36589bc","resolution":{"observed_at":"2026-08-04T06:52:33.617279Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2512.12623","last_updated":"2026-04-09T15:39:45Z","snapshot_observed_at":"2026-07-06T22:38:59.725645Z","submitted_at":"2025-12-14T10:07:45Z","title":"Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space","version":3},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-05-16T23:02:28.588225Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2512.12623"},"observation_digest":"sha256:1543031fcb3ff7614dbb53bd536f68c2ffaf1eafc0cc12926eff5323cd04e050","observation_id":"5104320c-6b2b-4b66-9b54-9d9c1ea30785","resolution":{"observed_at":"2026-05-16T23:03:38.900176Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2602.09850","last_updated":"2026-05-08T01:43:02Z","snapshot_observed_at":"2026-08-02T13:38:36.392657Z","submitted_at":"2026-02-10T14:54:17Z","title":"Towards Explainable Industrial Anomaly Detection via Knowledge-Guided Latent Reasoning","version":2},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-05-16T03:08:58.617137Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2602.09850"},"observation_digest":"sha256:4bcb886457154e4fe5d08b67b58a88a279a08ac2c735500ea9006d804625cc31","observation_id":"626e33bd-db5f-42d6-99b9-456af711e7b8","resolution":{"observed_at":"2026-05-16T03:10:32.025341Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-08-02T22:58:13.456509Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.15382","last_updated":"2026-05-28T08:46:27Z","snapshot_observed_at":"2026-08-03T23:19:36.572742Z","submitted_at":"2026-02-17T06:31:53Z","title":"The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems","version":2},"reference_index":97,"source":"arxiv_source","source_observed_at":"2026-08-02T22:58:13.456509Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2602.15382"},"observation_digest":"sha256:6384c7e1eb8a720a4928d6f0da7486a257d9e729c556f8f59620bca8a57aa999","observation_id":"c5d1e907-81cf-4736-8fe2-89e291948a5b","resolution":{"observed_at":"2026-08-02T22:58:13.456509Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-08-02T19:44:43.928484Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space.arXiv preprint arXiv:2505.15778,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2603.01331","last_updated":"2026-07-10T20:54:45Z","snapshot_observed_at":"2026-08-02T19:44:40.727066Z","submitted_at":"2026-03-02T00:16:35Z","title":"MetaState: Persistent Working Memory Enhances Reasoning in Discrete Diffusion Language Models","version":3},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-02T19:44:43.928484Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2603.01331"},"observation_digest":"sha256:de3193d2d2cad393343fcab658cab9b8e5147632541bdd0f6ec9bcf83d6e627b","observation_id":"f85a0c75-9ca4-4eef-8df0-91f6e066af41","resolution":{"observed_at":"2026-08-02T19:44:43.928484Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-14T22:25:04.080629Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2603.12252","last_updated":"2026-06-18T07:56:55Z","snapshot_observed_at":"2026-07-14T22:25:02.474086Z","submitted_at":"2026-03-12T17:58:48Z","title":"EndoCoT: Scaling Endogenous Chain-of-Thought Reasoning in Diffusion Models","version":4},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-07-14T22:25:04.080629Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2603.12252"},"observation_digest":"sha256:bdc40b6fb4da363515cb82b0a4bcb04ae31b10413c2d8218266d3522f47794e4","observation_id":"c9f9309d-2242-46e6-b333-a015353f0325","resolution":{"observed_at":"2026-07-14T22:25:04.080629Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2603.12529","last_updated":"2026-05-14T02:32:10Z","snapshot_observed_at":"2026-07-06T22:48:53.198077Z","submitted_at":"2026-03-13T00:07:18Z","title":"TERMINATOR: Learning Optimal Exit Points for Early Stopping in Chain-of-Thought Reasoning","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-05-15T11:16:04.614045Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2603.12529"},"observation_digest":"sha256:f5fb247e172f8a2d50ba2279ce54684dbd13879b275d0d5fa46df2cb8aa78fda","observation_id":"8a5249b1-964c-4c50-9a48-09ae656cfe78","resolution":{"observed_at":"2026-05-15T11:19:58.192526Z","resolver_source":"arxiv_id","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2604.03679","last_updated":"2026-04-04T10:46:09Z","snapshot_observed_at":"2026-07-06T22:52:48.277339Z","submitted_at":"2026-04-04T10:46:09Z","title":"LightThinker++: From Reasoning Compression to Memory Management","version":1},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-05-13T17:25:28.432170Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2604.03679"},"observation_digest":"sha256:662be002b72cdb9f899a62af1889af5c9e095ecddaa767f969143d3fa3f550a1","observation_id":"6d156b85-5873-412a-995c-aff07268cd79","resolution":{"observed_at":"2026-05-13T17:28:01.724541Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2604.08299","last_updated":"2026-04-19T12:06:32Z","snapshot_observed_at":"2026-07-06T22:57:26.678728Z","submitted_at":"2026-04-09T14:32:07Z","title":"SeLaR: Selective Latent Reasoning in Large Language Models","version":2},"reference_index":57,"source":"arxiv_source","source_observed_at":"2026-05-10T18:27:36.132030Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2604.08299"},"observation_digest":"sha256:3c2d9c573b5f427ae38e0759f9ddb6b42de68ddc94e8ba107e370079f0730b40","observation_id":"a510a27c-dd71-4bc9-9286-078670bc91d1","resolution":{"observed_at":"2026-05-11T00:35:49.833553Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2604.17892","last_updated":"2026-05-11T03:02:30Z","snapshot_observed_at":"2026-08-04T04:45:34.958027Z","submitted_at":"2026-04-20T07:05:12Z","title":"LEPO: Latent Reasoning Policy Optimization for Large Language Models","version":2},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-05-10T05:45:50.406959Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2604.17892"},"observation_digest":"sha256:924334a13d3b3a729aa2c06d995e66d896d7595b0ba64aaa2058a16d67bed81d","observation_id":"cdd392af-5bc3-4666-89fd-f12f2c724bc6","resolution":{"observed_at":"2026-05-10T05:46:09.846059Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2604.22709","last_updated":"2026-04-27T06:21:25Z","snapshot_observed_at":"2026-07-06T23:09:05.682387Z","submitted_at":"2026-04-24T16:45:51Z","title":"Thinking Without Words: Efficient Latent Reasoning with Abstract Chain-of-Thought","version":2},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-05-08T11:52:00.969949Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2604.22709"},"observation_digest":"sha256:543fb2699f3818cd7fef696cc6e67f9a44108794ae5723b39912e0eef843befb","observation_id":"52512042-e6ef-4dba-896b-5189c7868d4b","resolution":{"observed_at":"2026-05-11T19:31:07.429749Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2605.11856","last_updated":"2026-05-12T09:40:03Z","snapshot_observed_at":"2026-07-06T23:23:39.723268Z","submitted_at":"2026-05-12T09:40:03Z","title":"UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-05-13T07:32:03.466222Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2605.11856"},"observation_digest":"sha256:ee4dab5110756d7c4296590dae594cd3c71994482dfc3f1d29730bc0fc8f5c64","observation_id":"d1bb62b3-0fc0-489f-a284-00343f25ba29","resolution":{"observed_at":"2026-05-13T07:32:29.327633Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2605.16961","last_updated":"2026-05-16T12:23:20Z","snapshot_observed_at":"2026-08-04T18:08:13.386244Z","submitted_at":"2026-05-16T12:23:20Z","title":"Latent Action Control for Reasoning-Guided Unified Image Generation","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-05-19T20:40:24.193206Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2605.16961"},"observation_digest":"sha256:9c62ea72a1f188c9149cde67eff31af26691a60e665f44e7bf0394a4b5b07a2f","observation_id":"52e12bb2-863c-49bb-9fc7-ae2019ee203e","resolution":{"observed_at":"2026-05-19T20:42:46.229137Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2605.17187","last_updated":"2026-05-16T22:52:11Z","snapshot_observed_at":"2026-07-06T23:28:12.114488Z","submitted_at":"2026-05-16T22:52:11Z","title":"PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media","version":1},"reference_index":54,"source":"arxiv_source","source_observed_at":"2026-05-20T14:05:14.737146Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2605.17187"},"observation_digest":"sha256:393bdb5894749055d70dd815ea9a3f3c1161da7647423e7ff039a8f1d8a3ceff","observation_id":"da6c19ca-d3da-4b81-9ab6-6da24baa9ad7","resolution":{"observed_at":"2026-05-20T14:08:20.861781Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2605.19376","last_updated":"2026-05-20T08:03:28Z","snapshot_observed_at":"2026-08-02T08:01:51.109959Z","submitted_at":"2026-05-19T05:20:56Z","title":"Generative Recursive Reasoning","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-05-20T05:58:23.543870Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2605.19376"},"observation_digest":"sha256:db5b28e54a118202e6e8bfeb16b7d256b810cd7d27714cc11200c942fff5e6a4","observation_id":"07a2b938-0a85-4632-a3f4-a2e9f01454e8","resolution":{"observed_at":"2026-05-20T06:03:05.538305Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2605.19376","last_updated":"2026-05-20T08:03:28Z","snapshot_observed_at":"2026-08-02T08:01:51.109959Z","submitted_at":"2026-05-19T05:20:56Z","title":"Generative Recursive Reasoning","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-05-21T07:40:30.199868Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2605.19376"},"observation_digest":"sha256:8f9d95c40665e82d1662c3dcbd8944ab564919a867c61bac006045742ee7d39a","observation_id":"6f8d3db2-d10b-4701-870d-9dfc544a880a","resolution":{"observed_at":"2026-05-21T07:44:03.137407Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2606.01168","last_updated":"2026-05-31T11:20:00Z","snapshot_observed_at":"2026-08-01T09:00:59.914837Z","submitted_at":"2026-05-31T11:20:00Z","title":"Thinking Economically: A Hierarchical Framework for Adaptive-Complexity Reasoning in LLMs","version":1},"reference_index":51,"source":"arxiv_source","source_observed_at":"2026-06-28T17:05:48.244094Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2606.01168"},"observation_digest":"sha256:fe16b89f6cba92dfa25a6d30fdef07834300ae2f1ce34164587ebc878fd50bce","observation_id":"971c3c12-d1e8-440f-ba17-1e4a977dfeaf","resolution":{"observed_at":"2026-06-28T17:12:25.251967Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2606.02248","last_updated":"2026-06-01T13:40:55Z","snapshot_observed_at":"2026-08-02T08:45:16.160949Z","submitted_at":"2026-06-01T13:40:55Z","title":"Geometric Latent Reasoning Induces Shorter Generations in LLMs","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-06-28T15:06:16.659461Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2606.02248"},"observation_digest":"sha256:29e2e99f8ce0f4da1a84d3c75ca5f8075c306f5b67ecef0dbb0b4cdf060b82dd","observation_id":"d5d50fc4-fa98-4675-a09a-fbf66fb9c40a","resolution":{"observed_at":"2026-07-01T22:46:18.990507Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2606.10184","last_updated":"2026-06-08T21:21:42Z","snapshot_observed_at":"2026-07-06T23:49:27.565372Z","submitted_at":"2026-06-08T21:21:42Z","title":"Dropout-GRPO: Variational Stochasticity for Continuous Latent Reasoning","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-06-27T17:18:22.389146Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2606.10184"},"observation_digest":"sha256:03815a2549ef6a8b71c0565a0deb23251a76904ca183c5b25afd753fab072dad","observation_id":"d807f363-32f9-46bc-b196-7ad26bf30eb2","resolution":{"observed_at":"2026-06-27T17:21:06.582673Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2606.10768","last_updated":"2026-06-09T12:21:27Z","snapshot_observed_at":"2026-08-02T14:37:21.858745Z","submitted_at":"2026-06-09T12:21:27Z","title":"N-GRPO: Embedding-Level Neighbor Mixing for Enhanced Policy Optimization","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-06-27T14:02:05.833651Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2606.10768"},"observation_digest":"sha256:38069734621f5af9c742a5efd92c6e9d27788f15536d88eb7a1f5934ccfef36f","observation_id":"18d08122-a939-43aa-af21-193ee5ebb44f","resolution":{"observed_at":"2026-07-03T04:17:37.371573Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2606.12689","last_updated":"2026-06-10T21:23:22Z","snapshot_observed_at":"2026-07-06T23:51:35.904251Z","submitted_at":"2026-06-10T21:23:22Z","title":"Observable Patterns Are Not Explanations: A Causal-Geometric Analysis of Latent Reasoning Models","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-06-27T09:36:05.700067Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2606.12689"},"observation_digest":"sha256:6f9525edeafa61d7f823240445660ef4a8e37aaac78fc37ca2a649ddc293cc70","observation_id":"2d42f3ee-e8a4-472a-a477-e6238ac7ad4a","resolution":{"observed_at":"2026-07-03T11:18:03.820798Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2606.13106","last_updated":"2026-06-11T09:33:40Z","snapshot_observed_at":"2026-07-06T23:51:55.044440Z","submitted_at":"2026-06-11T09:33:40Z","title":"Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning","version":1},"reference_index":66,"source":"arxiv_source","source_observed_at":"2026-06-27T07:20:38.534666Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2606.13106"},"observation_digest":"sha256:b42f450d75284503b3e2ae4222cead68565cde72ceccdd6adeb78d38340e25d5","observation_id":"bd93ae3e-421a-4f00-8319-59db7df42d15","resolution":{"observed_at":"2026-07-03T13:58:22.064872Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2606.25354","last_updated":"2026-06-29T23:57:32Z","snapshot_observed_at":"2026-07-06T23:59:47.542695Z","submitted_at":"2026-06-24T03:42:44Z","title":"Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-06-25T21:29:40.564852Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2606.25354"},"observation_digest":"sha256:209730bcbafb0ffa7c480b86d87685183218547625d95c7360eb22a70d333b82","observation_id":"60cb53cd-9a63-405a-8ee2-de8e266005f8","resolution":{"observed_at":"2026-07-04T19:20:06.702425Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2606.25354","last_updated":"2026-06-29T23:57:32Z","snapshot_observed_at":"2026-07-06T23:59:47.542695Z","submitted_at":"2026-06-24T03:42:44Z","title":"Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-07-01T06:33:45.824727Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2606.25354"},"observation_digest":"sha256:916e8f4dc6f6fd8eb30e206a88eb226304c729bec56640a6e0fe96df0e0dfea2","observation_id":"ab24ccca-3f1b-452b-8d7e-a64fe4712790","resolution":{"observed_at":"2026-07-01T06:35:29.537230Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2606.29928","last_updated":"2026-06-29T08:05:16Z","snapshot_observed_at":"2026-07-07T00:03:51.213896Z","submitted_at":"2026-06-29T08:05:16Z","title":"Latent-CURE for Breast Cancer Diagnosis","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-06-30T06:11:00.336814Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2606.29928"},"observation_digest":"sha256:18c461a7a465c5ba8b9724c0efcabf5b714f3e2bfc1f2358d81063ff62f8f6e3","observation_id":"54e1aea9-0182-4246-8e20-8bb3a18a3d69","resolution":{"observed_at":"2026-06-30T06:14:19.183046Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":"2505.15778","doi":"10.48550/arxiv.2505.15778","metadata_source":"arxiv_reference","pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-07-10T12:15:01.137692Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space","venue":null,"work_id":"52bee262-b7e4-4fda-b669-ae201751aed4","year":2025},"citing_paper":{"arxiv_id":"2607.00341","last_updated":"2026-07-27T05:15:18Z","snapshot_observed_at":"2026-08-02T09:18:41.625301Z","submitted_at":"2026-07-01T02:32:02Z","title":"DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-07-02T13:46:59.407102Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2607.00341"},"observation_digest":"sha256:de08051ab68d8f9f01547ab42306c60dc6c71f74710ffdcb726d549a6c9c975d","observation_id":"3105e1bd-cdd3-4916-809f-5127a887141f","resolution":{"observed_at":"2026-07-02T13:56:59.375149Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"crossref_status_cache"},{"observed_at":"2026-05-23T16:25:14.091393+00:00","source":"openalex_status_cache"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-08-02T09:18:45.301653Z","title":"Soft thinking: Unlocking the reasoning potential of llms in continuous concept space.arXiv preprint arXiv:2505.15778,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.00341","last_updated":"2026-07-27T05:15:18Z","snapshot_observed_at":"2026-08-02T09:18:41.625301Z","submitted_at":"2026-07-01T02:32:02Z","title":"DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning","version":2},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-02T09:18:45.301653Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2607.00341"},"observation_digest":"sha256:d50688e09d6da153af51a2cb81043c5aa751e55b6927a5ad73dc74ce7e97e2d1","observation_id":"215354c1-22c9-44eb-976d-151cff7f5558","resolution":{"observed_at":"2026-08-02T09:18:45.301653Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-08-01T12:06:50.914516Z","title":"Soft thinking: Unlocking the reasoning potential of LLMs in continuous concept space","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.19691","last_updated":"2026-07-27T00:25:39Z","snapshot_observed_at":"2026-08-01T12:06:47.794527Z","submitted_at":"2026-07-22T02:45:08Z","title":"SLPO: Scaling Latent Reasoning via a Surrogate Policy","version":2},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-01T12:06:50.914516Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2607.19691"},"observation_digest":"sha256:0a86055db9800816317373baa51ec4f8d70a73ff1bfb21aa5ffe1cca7d88ab91","observation_id":"741454f6-b722-4f12-b3b7-fe3fae7eeff5","resolution":{"observed_at":"2026-08-01T12:06:50.914516Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.15778","snapshot_observed_at":"2026-08-01T11:20:18.112161Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.19932","last_updated":"2026-07-22T09:04:55Z","snapshot_observed_at":"2026-08-02T16:45:17.309419Z","submitted_at":"2026-07-22T09:04:55Z","title":"Efficient Chain-of-Modality Reasoning via Progressive Compression for Spoken Language Models","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-08-01T11:20:18.112161Z"},"links":{"cited_paper":"/paper/2505.15778","citing_paper":"/paper/2607.19932"},"observation_digest":"sha256:3b78f0e0523a9c6cc0033a5f2876f79524ee75cc88ce1632dfe845fe87170088","observation_id":"b71fc428-2d33-4df4-9e5e-96ab8974a900","resolution":{"observed_at":"2026-08-01T11:20:18.112161Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2505.15778/citation-record","integrity":"/paper/2505.15778/integrity","json":"/paper/2505.15778/citation-record.json","paper":"/paper/2505.15778"},"outbound":[],"paper":{"arxiv_id":"2505.15778","last_updated":"2025-05-21T17:29:15Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-07-06T21:27:56.777489Z","submitted_at":"2025-05-21T17:29:15Z","title":"Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space"},"reference_resolution":{"displayed":0,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":0,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":0},"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":"2026-08-04T06:34:03.388597+00:00","source":"crossref"},{"observed_at":"2026-08-04T06:33:57.428241+00:00","source":"retraction_watch"}],"thesis":"As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 32 inbound Pith citation observations for arXiv:2505.15778."}