{"as_of":"2026-08-07T09:17:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:c4178c3e3d42969e1e59df39e756edfb458f40907f997b9285cc6946cf19d55e","coverage":[{"denominator":33,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":33,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-01T17:46:58.355061Z","state":"measured"},{"denominator":33,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":33,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"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":[],"links":{"evidence":"/evidence","html":"/paper/2607.17531/citation-record","integrity":"/paper/2607.17531/integrity","json":"/paper/2607.17531/citation-record.json","paper":"/paper/2607.17531"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:53.954745Z","title":"and Chi, Ed H","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:53.954745Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:13a77cf72b39989160b1bf59ed06a469281d1baaa3f5e308090fd8eef2b7983b","observation_id":"e64c76c4-8ff3-47a3-887d-4981cab64939","resolution":{"observed_at":"2026-08-01T17:46:53.954745Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2207.10397","last_updated":"2022-11-23T07:42:10Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2022-07-21T10:18:37Z","title":"CodeT: Code Generation with Generated Tests","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2207.10397","snapshot_observed_at":"2026-08-01T17:46:54.017290Z","title":"arXiv preprint arXiv:2207.10397 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:54.017290Z"},"links":{"cited_paper":"/paper/2207.10397","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:eecb1770d469cde8061908fa81a1f1db0118e172f69af3c02b744f9d41f2c137","observation_id":"f0c55c14-69d2-480c-99f2-3b11c86a266f","resolution":{"observed_at":"2026-08-01T17:46:54.017290Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:54.084742Z","title":"Competition-Level Code Generation with","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:54.084742Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:8623abc517a8b252351e430c0ebd47a07314c71e9896252eddc320338f866e6e","observation_id":"a2e16f56-0fab-4589-8c56-eb9411d26e84","resolution":{"observed_at":"2026-08-01T17:46:54.084742Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:54.164748Z","title":", title =","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:54.164748Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:cba8c6a559cd6ced0dbb95fcf9df4bd3f9c6ff465e43d5b00ca304a0595b88df","observation_id":"f3fd516b-0886-4800-8e02-6e302a196ccd","resolution":{"observed_at":"2026-08-01T17:46:54.164748Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2110.14168","last_updated":"2021-11-18T00:23:45Z","snapshot_observed_at":"2026-08-07T01:45:38.840969Z","submitted_at":"2021-10-27T04:49:45Z","title":"Training Verifiers to Solve Math Word Problems","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2110.14168","snapshot_observed_at":"2026-08-01T17:46:54.254818Z","title":"arXiv preprint arXiv:2110.14168 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:54.254818Z"},"links":{"cited_paper":"/paper/2110.14168","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:e0459bb9e887af6e3595ffbefd1d03353c3d367afef85d3e339fe3466f99a883","observation_id":"0a0516a5-12f7-42b2-8932-9bf085343341","resolution":{"observed_at":"2026-08-01T17:46:54.254818Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2211.14275","last_updated":"2022-11-25T18:19:44Z","snapshot_observed_at":"2026-08-01T02:16:43.109337Z","submitted_at":"2022-11-25T18:19:44Z","title":"Solving math word problems with process- and outcome-based feedback","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2211.14275","snapshot_observed_at":"2026-08-01T17:46:54.357329Z","title":"Francis and Siegel, Noah and Wang, Lisa and Creswell, Antonia and Irving, Geoffrey and Higgins, Irina , title =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:54.357329Z"},"links":{"cited_paper":"/paper/2211.14275","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:e5e2bb36645c990e116baf601795b239d147ce7a3c09b8a18b70d7a22fdc4da2","observation_id":"918ec115-cb30-4fdd-9b78-929894603910","resolution":{"observed_at":"2026-08-01T17:46:54.357329Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:54.449508Z","title":"International Conference on Learning Representations , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:54.449508Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:1d89b1d637babe7924f6b3744acfdc8500b2d313dbfa309b921f7eb635cf6c6d","observation_id":"a93d6c5f-8e99-4122-b6f5-1467e0b4ea52","resolution":{"observed_at":"2026-08-01T17:46:54.449508Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.01798","last_updated":"2024-03-14T04:27:52Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-10-03T04:56:12Z","title":"Large Language Models Cannot Self-Correct Reasoning Yet","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.01798","snapshot_observed_at":"2026-08-01T17:46:54.524993Z","title":"arXiv preprint arXiv:2310.01798 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:54.524993Z"},"links":{"cited_paper":"/paper/2310.01798","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:7863179313eec0beedda85a0f3689c9fb3fb7d433a0101a6b325178018c95d8c","observation_id":"51ef23ed-bc04-4c70-a2d5-f53896ac2c0c","resolution":{"observed_at":"2026-08-01T17:46:54.524993Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.07974","last_updated":"2024-06-06T17:41:21Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-03-12T17:58:04Z","title":"LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.07974","snapshot_observed_at":"2026-08-01T17:46:54.674983Z","title":"arXiv preprint arXiv:2403.07974 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:54.674983Z"},"links":{"cited_paper":"/paper/2403.07974","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:cf443d8be7a06703d56a125feab4044765157dbd5ec624173b30a6b2d0761800","observation_id":"a7458118-4386-4be9-8f36-699c40928f0c","resolution":{"observed_at":"2026-08-01T17:46:54.674983Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:54.904837Z","title":"Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:54.904837Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:a35ffd04c8b9a0de96a857aa7d32670938678d5ffc8db85158e92a3528de59a6","observation_id":"29aaa4e6-0a4a-4e88-aac0-041fe56eee1d","resolution":{"observed_at":"2026-08-01T17:46:54.904837Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:55.082454Z","title":", title =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:55.082454Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:1ab8659e83c5419385fe1833e6ef9338f46ec3ee2be877a4dfc825af81e429b5","observation_id":"d764330a-92ad-4cdb-8412-93307365ded2","resolution":{"observed_at":"2026-08-01T17:46:55.082454Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:55.204950Z","title":"Advances in Neural Information Processing Systems , volume =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:55.204950Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:74388171b2cb37a038e32b80d4d16ca112dc1f1ae687b80a86edb1b48405d780","observation_id":"c8d6da2d-0749-4d78-a7fd-61feb283afab","resolution":{"observed_at":"2026-08-01T17:46:55.204950Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:55.364827Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:55.364827Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:46847d511570c31da4a569538589ef4c2226377a7e0eed337f65b67468b72f1b","observation_id":"809b2504-0705-4bb9-b68c-2d04c8a7e481","resolution":{"observed_at":"2026-08-01T17:46:55.364827Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.03314","last_updated":"2024-08-06T17:35:05Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-08-06T17:35:05Z","title":"Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.03314","snapshot_observed_at":"2026-08-01T17:46:55.684748Z","title":"arXiv preprint arXiv:2408.03314 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:55.684748Z"},"links":{"cited_paper":"/paper/2408.03314","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:b555c8f140a57b6cb5e529cef9d20af96c934f711a3af025b6cd5c49ebc53d99","observation_id":"41df3f93-ef93-4e8b-8187-ea03310eb25c","resolution":{"observed_at":"2026-08-01T17:46:55.684748Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.20379","last_updated":"2025-02-27T18:53:30Z","snapshot_observed_at":"2026-07-31T02:25:03.070138Z","submitted_at":"2025-02-27T18:53:30Z","title":"Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.20379","snapshot_observed_at":"2026-08-01T17:46:55.829001Z","title":"and Du, Yilun , title =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:55.829001Z"},"links":{"cited_paper":"/paper/2502.20379","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:32645af164550abd31afc5c8496755fad11ca532471499c0c9e9d68ff0aa2ed1","observation_id":"2e9e8cbe-c430-48f3-a21f-805e60e001df","resolution":{"observed_at":"2026-08-01T17:46:55.829001Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:56.054344Z","title":"and Chen, Yatong and Cruz, Andr","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:56.054344Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:698ea151dce11183b429faf4d86633715a2b539dce0040c87da58f3b9e209db2","observation_id":"8ea69ed7-074f-4f33-b7cb-690529bbd42b","resolution":{"observed_at":"2026-08-01T17:46:56.054344Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:56.191458Z","title":"arXiv preprint arXiv:2411.17501 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:56.191458Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:d923cfd61dcf65fc466ce0f2f225ae0a96e6bba28bcab603093510391cee3297","observation_id":"acd66270-e13c-43bf-9cb3-ab554bbfd5cc","resolution":{"observed_at":"2026-08-01T17:46:56.191458Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.12118","last_updated":"2025-02-18T18:54:12Z","snapshot_observed_at":"2026-08-03T17:17:48.809885Z","submitted_at":"2025-02-17T18:43:24Z","title":"Scaling Test-Time Compute Without Verification or RL is Suboptimal","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.12118","snapshot_observed_at":"2026-08-01T17:46:56.344831Z","title":"arXiv preprint arXiv:2502.12118 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:56.344831Z"},"links":{"cited_paper":"/paper/2502.12118","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:1a7bb449f88e6a74914e153427934ed4def15e2c59ec6670354fb9bfcc445b69","observation_id":"86aa1bbb-a3b7-404f-b30e-bee62b08caac","resolution":{"observed_at":"2026-08-01T17:46:56.344831Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:56.516634Z","title":"arXiv preprint arXiv:2504.01005 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:56.516634Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:94445ec3a95510ed992af720ce6cbc731489330c77c392f0027ce55637b8a76d","observation_id":"90e890b9-5727-4e61-86c9-783291349488","resolution":{"observed_at":"2026-08-01T17:46:56.516634Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2508.16665","last_updated":"2025-09-09T12:54:42Z","snapshot_observed_at":"2026-08-05T18:06:29.250524Z","submitted_at":"2025-08-20T22:27:21Z","title":"Trust but Verify! A Survey on Verification Design for Test-time Scaling","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2508.16665","snapshot_observed_at":"2026-08-01T17:46:56.734750Z","title":"arXiv preprint arXiv:2508.16665 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:56.734750Z"},"links":{"cited_paper":"/paper/2508.16665","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:2554d9fa03ff3b82e732edc4f23f08dde62713d4a2e4d56b4fc788c509e3efd9","observation_id":"ac175610-572f-48bc-986f-7fd8d977e343","resolution":{"observed_at":"2026-08-01T17:46:56.734750Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2607.05391","last_updated":"2026-07-07T17:26:37Z","snapshot_observed_at":"2026-08-06T03:00:58.001418Z","submitted_at":"2026-07-06T17:59:35Z","title":"LLM-as-a-Verifier: A General-Purpose Verification Framework","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2607.05391","snapshot_observed_at":"2026-08-01T17:46:56.897385Z","title":"arXiv preprint arXiv:2607.05391 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:56.897385Z"},"links":{"cited_paper":"/paper/2607.05391","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:a3ab4bd6ed8effbf3af6a0b2ea229e5a66642bd54d3590e2ffa52b02d6236385","observation_id":"d1f2b67b-4c8d-4134-a93a-2b055208e62b","resolution":{"observed_at":"2026-08-01T17:46:56.897385Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:57.095079Z","title":"arXiv preprint arXiv:2603.03417 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:57.095079Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:2dcfe9ae05063e583b50a8d7c492264ce2f34a5b68828827d69e5cbe3533a9b9","observation_id":"9def2ba3-b66a-49b4-b742-6e3040be82b9","resolution":{"observed_at":"2026-08-01T17:46:57.095079Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:57.230221Z","title":"arXiv preprint arXiv:2602.03794 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:57.230221Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:861eb23ba112c867fe898f65a75d17bc4925ec924082ed4c55d31c8bf187b069","observation_id":"375e9fb2-899f-4f8e-8e30-c8d306fa680e","resolution":{"observed_at":"2026-08-01T17:46:57.230221Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2602.04234","last_updated":"2026-06-04T15:53:48Z","snapshot_observed_at":"2026-08-06T18:40:50.458212Z","submitted_at":"2026-02-04T05:53:21Z","title":"When Does Multi-Agent Collaboration Help? An Entropy Perspective","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2602.04234","snapshot_observed_at":"2026-08-01T17:46:57.328912Z","title":"arXiv preprint arXiv:2602.04234 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:57.328912Z"},"links":{"cited_paper":"/paper/2602.04234","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:f95e58dcc1a12f638b853397c4049f974e1a530eade49e7bc05c36267bf7df45","observation_id":"b9a9ad23-6f90-4e7c-88d4-57a9e0fed939","resolution":{"observed_at":"2026-08-01T17:46:57.328912Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2512.02304","last_updated":"2026-04-21T03:02:32Z","snapshot_observed_at":"2026-08-06T04:14:07.500244Z","submitted_at":"2025-12-02T00:51:14Z","title":"When Does Verification Pay Off? A Closer Look at LLMs as Solution Verifiers","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2512.02304","snapshot_observed_at":"2026-08-01T17:46:57.454561Z","title":"arXiv preprint arXiv:2512.02304 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:57.454561Z"},"links":{"cited_paper":"/paper/2512.02304","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:ac9bac2653e731f0840c7fa2b0dc523c3edfc30ee898897ff348a1b0dc2b21bf","observation_id":"21775763-bafe-4e91-b15b-39b1e981dcae","resolution":{"observed_at":"2026-08-01T17:46:57.454561Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2603.01221","last_updated":"2026-06-17T08:15:33Z","snapshot_observed_at":"2026-08-03T08:18:22.362310Z","submitted_at":"2026-03-01T18:37:39Z","title":"Epistemic Gain, Aleatoric Cost: Uncertainty Decomposition in Multi-Agent Debate for Math Reasoning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2603.01221","snapshot_observed_at":"2026-08-01T17:46:57.614947Z","title":"arXiv preprint arXiv:2603.01221 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:57.614947Z"},"links":{"cited_paper":"/paper/2603.01221","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:ed01473430861a715ddd3438035a487673f8fc79971cdc46ba3d1e5e78208dbe","observation_id":"14f8cc6a-b85a-4907-b5c4-3680769c2c45","resolution":{"observed_at":"2026-08-01T17:46:57.614947Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.13657","last_updated":"2025-10-26T23:25:18Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-03-17T19:04:38Z","title":"Why Do Multi-Agent LLM Systems Fail?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.13657","snapshot_observed_at":"2026-08-01T17:46:57.774866Z","title":"and Yang, Shuyi and Agrawal, Lakshya A","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:57.774866Z"},"links":{"cited_paper":"/paper/2503.13657","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:83e5bf41f31c29a8cf440ced833ae26f62ef59657d4b8342208e87329112372a","observation_id":"d6e478c8-9b6e-4a27-92b9-603a19d2ad6c","resolution":{"observed_at":"2026-08-01T17:46:57.774866Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2512.08296","last_updated":"2026-04-08T21:31:49Z","snapshot_observed_at":"2026-08-06T14:12:10.843049Z","submitted_at":"2025-12-09T06:52:21Z","title":"Towards a Science of Scaling Agent Systems","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2512.08296","snapshot_observed_at":"2026-08-01T17:46:57.895085Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:57.895085Z"},"links":{"cited_paper":"/paper/2512.08296","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:51910a602bad55d4f467ce936d913ec113977f9c5fdb3572ff0b4127ad53ce7c","observation_id":"78a42612-6686-47da-99d3-59e79bf6a2f8","resolution":{"observed_at":"2026-08-01T17:46:57.895085Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2604.02460","last_updated":"2026-04-11T23:40:49Z","snapshot_observed_at":"2026-07-06T22:51:48.992363Z","submitted_at":"2026-04-02T18:47:48Z","title":"Single-Agent LLMs Outperform Multi-Agent Systems on Multi-Hop Reasoning Under Equal Thinking Token Budgets","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2604.02460","snapshot_observed_at":"2026-08-01T17:46:57.984892Z","title":"arXiv preprint arXiv:2604.02460 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:57.984892Z"},"links":{"cited_paper":"/paper/2604.02460","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:2485c9ca3a6ca8d5cad90cc6d3637deb22e638fe06d1013504ceddd2e57faab8","observation_id":"189d1164-043d-4d0c-a62b-a9df77fe4d58","resolution":{"observed_at":"2026-08-01T17:46:57.984892Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2605.23491","last_updated":"2026-05-25T03:01:24Z","snapshot_observed_at":"2026-08-04T15:39:28.066531Z","submitted_at":"2026-05-22T10:53:17Z","title":"CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2605.23491","snapshot_observed_at":"2026-08-01T17:46:58.064270Z","title":"arXiv preprint arXiv:2605.23491 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:58.064270Z"},"links":{"cited_paper":"/paper/2605.23491","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:d05cd95a1736b8f2e63be2e9f48368f83ffcddffa5f27df3dd725af0299b6c69","observation_id":"44485e56-78e2-46c8-87bb-adfb9555df8a","resolution":{"observed_at":"2026-08-01T17:46:58.064270Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:58.149624Z","title":"Conference on Language Modeling , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:58.149624Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:57da13c8100ce6bb8e622c5438f42a98920fd019cbb5108c362736ad88fa9d38","observation_id":"a7222a18-dac7-4efb-b39b-ef5ca38669e1","resolution":{"observed_at":"2026-08-01T17:46:58.149624Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-01T17:46:58.251196Z","title":"International Conference on Learning Representations , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:58.251196Z"},"links":{"citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:dbfd5a5b4fbed6d60f2223387e95ed3a81ecd7c3f54d7059ce6f2f30e49d515d","observation_id":"b1750d93-79c7-4b1b-b384-3f85241cb353","resolution":{"observed_at":"2026-08-01T17:46:58.251196Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.14325","last_updated":"2023-05-23T17:55:11Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-05-23T17:55:11Z","title":"Improving Factuality and Reasoning in Language Models through Multiagent Debate","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.14325","snapshot_observed_at":"2026-08-01T17:46:58.355061Z","title":"and Mordatch, Igor , title =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-01T17:46:58.355061Z"},"links":{"cited_paper":"/paper/2305.14325","citing_paper":"/paper/2607.17531"},"observation_digest":"sha256:253ee8e5238e5463fc85ff1e6e75e370c6ad80c1602dfda4608012616de7c660","observation_id":"d7537150-2436-42b3-b955-694a411aefb9","resolution":{"observed_at":"2026-08-01T17:46:58.355061Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.17531","last_updated":"2026-07-20T04:09:19Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-01T17:46:52.974934Z","submitted_at":"2026-07-20T04:09:19Z","title":"Oracle Gap and Signal Fidelity: A Fixed-Pool Diagnostic for Test-Time Collaboration"},"reference_resolution":{"displayed":33,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":33,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":33},"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":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 7 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.17531."}