{"as_of":"2026-08-13T15:41:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:695ae4e2aab5bfd6fb5c5f363b746a260dd07705d38bd7ed2fbc82e0d6a6b94d","coverage":[{"denominator":49,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":49,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-12T19:56:01.990633Z","state":"measured"},{"denominator":49,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":49,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-13T06:32:02.005865+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/2608.10665/citation-record","integrity":"/paper/2608.10665/integrity","json":"/paper/2608.10665/citation-record.json","paper":"/paper/2608.10665"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2511.21631","last_updated":"2025-11-27T12:16:54Z","snapshot_observed_at":"2026-08-11T14:42:37.584016Z","submitted_at":"2025-11-26T17:59:08Z","title":"Qwen3-VL Technical Report","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2511.21631","snapshot_observed_at":"2026-08-12T19:56:01.666605Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.666605Z"},"links":{"cited_paper":"/paper/2511.21631","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:1b0837bc6a68b07db7b7e08da791ef62490b2524586098dfc522be024f89a1c5","observation_id":"a4ab7627-a75f-451c-83fc-bdc3a3e3e3d3","resolution":{"observed_at":"2026-08-12T19:56:01.666605Z","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":"2026-08-12T19:56:01.673544Z","title":"geb.2014.06.00456, 57, 58","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.673544Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:ccdb443b18b828d05d2cdbbda1f88e687a17d59677ed68a0c4f553f6e94c25b4","observation_id":"5498b178-f8c7-4116-998c-5664770f14b0","resolution":{"observed_at":"2026-08-12T19:56:01.673544Z","resolver_source":null,"status":"malformed_identifier"},"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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.529449Z","title":"In: The Thirty-ninth Annual Conference on Neural Information Processing Systems (2025),https:// openreview.net/forum?id=ZyiBk1ZinG4, 10","venue":null,"work_id":"d4fba11e-6568-47d3-a3bb-e5a8e269ca83","year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.679055Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:9ff5f313101334e26ef98cb791c049e3b56f8958fb2e564cf673ad78ac6c42f5","observation_id":"ba5280a3-db51-43f2-8689-98ab422b732b","resolution":{"observed_at":"2026-08-12T19:56:03.537039Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.20330","last_updated":"2024-04-09T15:17:50Z","snapshot_observed_at":"2026-08-07T12:15:30.838846Z","submitted_at":"2024-03-29T17:59:34Z","title":"Are We on the Right Way for Evaluating Large Vision-Language Models?","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.20330","snapshot_observed_at":"2026-08-12T19:56:01.685135Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.685135Z"},"links":{"cited_paper":"/paper/2403.20330","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:765c0c95f13726a1904be9e1b6f4433326d26932fe2f4025fb8d77304ed29cfd","observation_id":"0392c136-38e7-4767-85f5-79d4ddd1c376","resolution":{"observed_at":"2026-08-12T19:56:01.685135Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.16473","last_updated":"2024-05-26T07:56:30Z","snapshot_observed_at":"2026-08-12T23:57:52.483265Z","submitted_at":"2024-05-26T07:56:30Z","title":"M$^3$CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.16473","snapshot_observed_at":"2026-08-12T19:56:01.691015Z","title":"org/abs/2405.164731","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.691015Z"},"links":{"cited_paper":"/paper/2405.16473","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:3c0e2e3f701be64bc1fcaedeebd6f7123454864173c4b862e82576574a3f822f","observation_id":"8e4cad80-e85e-4f78-b76a-ecfb807eb8e1","resolution":{"observed_at":"2026-08-12T19:56:01.691015Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.510592Z","title":"In: ICML 2024 Workshop on In-Context Learning (2024),https://openreview.net/ forum?id=LjsjHF7nAN23","venue":null,"work_id":"18dcc439-d0cb-4aa6-bc69-56dc6ab29389","year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.697502Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:65c2ecad8cff0744a86317696915274da219ec84f5937856ca4e22327d2e5fd5","observation_id":"cf125e01-4fe1-481c-95d8-f50cd28a7b68","resolution":{"observed_at":"2026-08-12T19:56:03.516729Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.02743","last_updated":"2024-03-10T16:14:58Z","snapshot_observed_at":"2026-08-13T05:57:41.785838Z","submitted_at":"2023-10-04T11:34:22Z","title":"Reward Model Ensembles Help Mitigate Overoptimization","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.02743","snapshot_observed_at":"2026-08-12T19:56:01.706376Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.706376Z"},"links":{"cited_paper":"/paper/2310.02743","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:bd399c315d52f7042cbcb465c2a2ae883094d3584a9935a92edf88f90cb6cc9c","observation_id":"f1470eed-db9f-4eaa-9eaf-94b03a20c8f3","resolution":{"observed_at":"2026-08-12T19:56:01.706376Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.491255Z","title":"Journal of the American Statistical Asso- ciation69(345), 118–121 (1974) 56","venue":null,"work_id":"c58bc5fa-9932-48e6-a271-146eb99670dc","year":1974},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.713228Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:6b8376438d38baa460d1171d2fa87b17bd1b613c78633c6c39727b17d4d831f9","observation_id":"6b8f6a22-8c58-4e14-820b-0f6175bd4cdf","resolution":{"observed_at":"2026-08-12T19:56:03.497072Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:01.718861Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.718861Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:12afec40c81942ee92ef39d274ba963d549da05c69b57db3db90f1a26991c56a","observation_id":"55c1fc74-bf56-4988-9dcd-634d62e72ed8","resolution":{"observed_at":"2026-08-12T19:56:01.718861Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.13427","last_updated":"2025-06-05T05:29:41Z","snapshot_observed_at":"2026-08-07T15:42:59.225164Z","submitted_at":"2025-05-19T17:55:08Z","title":"MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.13427","snapshot_observed_at":"2026-08-12T19:56:01.724632Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.724632Z"},"links":{"cited_paper":"/paper/2505.13427","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:41b5bb24f83a528fe1ab122d944355966ea55730563e5c59a9761a10ccf4ad05","observation_id":"92984128-0934-4e42-aa78-1db676e395a7","resolution":{"observed_at":"2026-08-12T19:56:01.724632Z","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":"2026-08-12T19:56:01.730216Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.730216Z"},"links":{"cited_paper":"/paper/2305.14325","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:41f275ffd8cfc881cfed521b8c1a9743f24fa2d137ccec98e973e596fd562b29","observation_id":"68d07c9c-919b-4e53-a176-dfc7c31da9ab","resolution":{"observed_at":"2026-08-12T19:56:01.730216Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.09244","last_updated":"2024-08-16T23:59:29Z","snapshot_observed_at":"2026-08-13T05:02:09.847989Z","submitted_at":"2023-12-14T18:59:04Z","title":"Helping or Herding? Reward Model Ensembles Mitigate but do not Eliminate Reward Hacking","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.09244","snapshot_observed_at":"2026-08-12T19:56:01.736443Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.736443Z"},"links":{"cited_paper":"/paper/2312.09244","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:bd7ddb4b6343870ea19513e8be58658070a8b6f109b716d9d4e4c0f0c0b211f8","observation_id":"d28b3e1b-5d6a-4284-b176-8717787ea415","resolution":{"observed_at":"2026-08-12T19:56:01.736443Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.463803Z","title":"Journal of Mathemat- ical Sociology15(3–4), 193–205 (1990) 56","venue":null,"work_id":"5e832ae2-ac50-46ef-b3f2-a6247b13deb0","year":1990},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.742570Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:1e0136d69d5e51f5086b17c19eb09cd32891f1b7e638e488ebd4fbb96f6dde70","observation_id":"08cdb803-329b-4b34-b497-844748c123f6","resolution":{"observed_at":"2026-08-12T19:56:03.476196Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.436367Z","title":"In: Advances in Group Processes, vol","venue":null,"work_id":"d368878f-6385-4af5-b6e1-626c82c22cdb","year":1999},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.747460Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:d4509f7449006f4b8171311af69b9c7801422a733a5ab465271cab88e10c8a8f","observation_id":"759ed643-de05-4b80-88d9-bc7ef21ec4b0","resolution":{"observed_at":"2026-08-12T19:56:03.446740Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.12390","last_updated":"2024-07-03T08:44:45Z","snapshot_observed_at":"2026-08-13T05:38:11.293178Z","submitted_at":"2024-04-18T17:59:54Z","title":"BLINK: Multimodal Large Language Models Can See but Not Perceive","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.12390","snapshot_observed_at":"2026-08-12T19:56:01.753162Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.753162Z"},"links":{"cited_paper":"/paper/2404.12390","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:a22ac21b5e705c785f760a9032afb056f2194bf9f7ace3a2f2bc1739a6c7e344","observation_id":"e048748a-49a0-49a5-85bb-66e7701d78db","resolution":{"observed_at":"2026-08-12T19:56:01.753162Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.415131Z","title":"Statistical Science1(1), 114–135 (1986) 56","venue":null,"work_id":"d1ad2ada-d125-49c0-916e-51fbfac8afb9","year":1986},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.758410Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:941503527ac764b8b8921f570a9977789519161d39ba758f490bcc3e68600335","observation_id":"af114df4-0213-4b11-b26f-707d7f62178e","resolution":{"observed_at":"2026-08-12T19:56:03.422198Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:01.764281Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.764281Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:5f0b7c3efbbd96af8900fd58c92ec1d2cfcccfd18e33b30c4102d4fd56589510","observation_id":"70b6f33c-09ec-4a26-8213-60deb0b54d49","resolution":{"observed_at":"2026-08-12T19:56:01.764281Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.389986Z","title":"In: The Fourteenth International Conference on Learning Representations (2026),https://openreview.net/forum?id=rClkte0ZTp23","venue":null,"work_id":"a2e706a5-3196-466d-8dcb-76dd83305619","year":2026},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.770274Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:d20717d3ce80651afc64ce608021545bbe4ce8de1e9525bd6d5ff12e3227934e","observation_id":"6a7e9bc4-63f2-4b15-8de5-b51f817469b1","resolution":{"observed_at":"2026-08-12T19:56:03.396705Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1603.07396","last_updated":"2016-03-24T00:02:58Z","snapshot_observed_at":"2026-08-07T19:22:55.853637Z","submitted_at":"2016-03-24T00:02:58Z","title":"A Diagram Is Worth A Dozen Images","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1603.07396","snapshot_observed_at":"2026-08-12T19:56:01.775256Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.775256Z"},"links":{"cited_paper":"/paper/1603.07396","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:5c953775c330023eaa4a74752fee5d34effcffe6161c8970e7a43fa31f418334","observation_id":"00d62598-fe2b-4401-8997-8eaa4afcc34a","resolution":{"observed_at":"2026-08-12T19:56:01.775256Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.362426Z","title":"In: Guyon, I., Luxburg, U.V., Bengio, S., Wallach, H., Fergus, R., Vishwanathan, S., Garnett, R","venue":null,"work_id":"89c44c00-6769-4478-9738-f024e7a5ec29","year":2017},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.782221Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:96e7e0e7d2ece4441f0a868bdeb5e4669e82a45aebdff41693183cdcb1310202","observation_id":"ada87251-7a9e-4372-843d-ecbd75937d05","resolution":{"observed_at":"2026-08-12T19:56:03.371623Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.339381Z","title":null,"venue":null,"work_id":"f4194e2e-4930-41b0-b23f-0bad641a384b","year":1981},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.787603Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:4b452266972d19e330d9cdb3fbbbef7ed4f6efc779b1b0b0a7369f78facfa006","observation_id":"0ec9fa9e-b6d3-486d-9907-2fd5a4961095","resolution":{"observed_at":"2026-08-12T19:56:03.347333Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.312955Z","title":"In: Forty-second Interna- tional Conference on Machine Learning (2025),https://openreview.net/forum? id=mMgSxbO4H023","venue":null,"work_id":"50d870ff-acb8-4d1f-8f54-22df40c5fc81","year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.794402Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:3ff60618a0c4a9b0393a2c76543ce6761b5fc4b42ef1593eae7cb828c3fd2011","observation_id":"42b61f34-c0ac-4b4b-9ac1-54286dda22c5","resolution":{"observed_at":"2026-08-12T19:56:03.320473Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2305.10355","last_updated":"2023-10-26T02:52:40Z","snapshot_observed_at":"2026-08-12T18:48:30.326248Z","submitted_at":"2023-05-17T16:34:01Z","title":"Evaluating Object Hallucination in Large Vision-Language Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.10355","snapshot_observed_at":"2026-08-12T19:56:01.800869Z","title":"arXiv preprint arXiv:2305.10355 (2023) 2","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.800869Z"},"links":{"cited_paper":"/paper/2305.10355","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:14b310ed7df540742b8e8f1a773bb35b9b2fabdb35ed589e2a2ef2b3bf5081dc","observation_id":"3b47eb1f-5f17-47f4-b79c-3e45744acaab","resolution":{"observed_at":"2026-08-12T19:56:01.800869Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2508.19652","last_updated":"2026-04-27T16:28:37Z","snapshot_observed_at":"2026-08-10T21:29:25.180272Z","submitted_at":"2025-08-27T08:01:03Z","title":"Self-Rewarding Vision-Language Model via Reasoning Decomposition","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2508.19652","snapshot_observed_at":"2026-08-12T19:56:01.807811Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.807811Z"},"links":{"cited_paper":"/paper/2508.19652","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:b03c82f63113ebfe36e6d2b5fbeeb5718c7c049b1efb5c4fbc2876d13bd95759","observation_id":"c441fc1e-0014-4fe5-98d6-445bffbf1f06","resolution":{"observed_at":"2026-08-12T19:56:01.807811Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.291374Z","title":"In: NeurIPS (2023) 2, 4","venue":null,"work_id":"ca009c21-cf27-47ff-bfd5-aa2274a61e37","year":2023},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.814316Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:9ad0f57e935b89a8168bd333078a7d7af83d0252cd96b16c920beb06263e8f75","observation_id":"869de027-5c86-4ee2-9d74-cd1d5718b28e","resolution":{"observed_at":"2026-08-12T19:56:03.297715Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2402.00253","last_updated":"2024-05-06T01:10:01Z","snapshot_observed_at":"2026-08-13T12:48:26.884823Z","submitted_at":"2024-02-01T00:33:21Z","title":"A Survey on Hallucination in Large Vision-Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.00253","snapshot_observed_at":"2026-08-12T19:56:01.821066Z","title":"arXiv preprint arXiv:2402.00253 (2024) 2","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.821066Z"},"links":{"cited_paper":"/paper/2402.00253","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:452a50b6fb791e50e2b71af0b7accf6fb3c3507c088126a0c297d38c93c7f7f1","observation_id":"226b777f-072d-4ecd-b61b-5d0a22d3c262","resolution":{"observed_at":"2026-08-12T19:56:01.821066Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.265246Z","title":"In: Oh, A., Naumann, T., Globerson, A., Saenko, K., Hardt, M., Levine, S","venue":null,"work_id":"d5fc3c70-88da-4c79-86be-02ba88df4f92","year":2023},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.828644Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:d1042efd0719e6c4a4de8bf7c58c8c701b43d05eac7016f323c7e21e42979842","observation_id":"f00de0e2-5be1-4633-975e-e082df4145d8","resolution":{"observed_at":"2026-08-12T19:56:03.272920Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.06592","last_updated":"2024-12-11T22:59:10Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-06-05T19:25:40Z","title":"Improve Mathematical Reasoning in Language Models by Automated Process Supervision","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.06592","snapshot_observed_at":"2026-08-12T19:56:01.841480Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.841480Z"},"links":{"cited_paper":"/paper/2406.06592","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:8e4a7ca02fca46bc9af9f6772fad753ee44f7a7c880f38e5fcd9ca2223082d85","observation_id":"ccab328d-2c60-4195-8c72-1fd1a5709345","resolution":{"observed_at":"2026-08-12T19:56:01.841480Z","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":"2026-08-12T19:56:01.847666Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.847666Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:0dfc556dd9029979870e03c31f1b9f5e625871f5edf5f584e8b90cba5cadd3e3","observation_id":"e3101aee-3f28-4efe-8aca-8e64a31351f2","resolution":{"observed_at":"2026-08-12T19:56:01.847666Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.237760Z","title":"In: Ad- vances in Neural Information Processing Systems","venue":null,"work_id":"fd1ec354-8f87-47b9-98fe-959f11a6e2a1","year":2021},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.853387Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:518913314627ae87254232ec2deff40dbece06c5d9ecae3b4a7c6205d7d92407","observation_id":"fb91c393-12d9-408c-bb7f-054d084c53fa","resolution":{"observed_at":"2026-08-12T19:56:03.244012Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.211689Z","title":"Proceedings of the National Academy of Sciences36(1), 48–49 (1950) 3 VERDICT - Training-Free Step-Wise Verification 69","venue":null,"work_id":"6abf6d40-d622-4c82-b43f-9448c4f6b3e6","year":1950},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.858859Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:bf6a54a8c392cb96f1b00e47b99261c8ebf48c5d2b23c3981ccef1a29f027706","observation_id":"1f0847b9-932d-4c04-8d80-9f08d732d398","resolution":{"observed_at":"2026-08-12T19:56:03.218936Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.175449Z","title":"Econometrica: Journal of the Econometric Society pp","venue":null,"work_id":"b1c29c40-f0d7-406d-b0ff-eaf68ccc462d","year":1965},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.865140Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:f1d39cae0e0c122c2db5ad909f25a88f0af5d4c406832999ade5da416603d475","observation_id":"3584b956-413b-45b9-a6d7-c9ffc04e6e7b","resolution":{"observed_at":"2026-08-12T19:56:03.185301Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.148888Z","title":"Cambridge Uni- versity Press (2016) 5","venue":null,"work_id":"7081edc9-0d02-4363-a6f4-ed0b247abdcc","year":2016},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.872323Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:c95054ff4be8d21fcc1cb6793bc8c74f206681dc7fa3b741d8e10952efa77b1b","observation_id":"efa5da3a-7110-4bad-bbbe-8582be89b65b","resolution":{"observed_at":"2026-08-12T19:56:03.158257Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.124993Z","title":"In: The Thirty-ninth Annual Conference on Neural Information Processing Systems (2025),https://openreview.net/forum?id=dRjt4vlYVQ2, 4, 15","venue":null,"work_id":"ee16d8f0-46c3-4280-b2e9-c18038be4e34","year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.878680Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:b229a00447323283561149e17f8797610165829ac65d85763eb1cc602f4bba71","observation_id":"16d9bf1d-da8d-4be7-aeb6-09a49c0533a0","resolution":{"observed_at":"2026-08-12T19:56:03.133263Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2402.10884","last_updated":"2024-11-05T05:13:13Z","snapshot_observed_at":"2026-08-13T04:17:21.391762Z","submitted_at":"2024-02-16T18:42:08Z","title":"Multi-modal Preference Alignment Remedies Degradation of Visual Instruction Tuning on Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.10884","snapshot_observed_at":"2026-08-12T19:56:01.886055Z","title":"arXiv preprint arXiv:2402.10884 (2024) 2, 6, 11","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.886055Z"},"links":{"cited_paper":"/paper/2402.10884","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:604bbcdc5d1f987916a0c1e71d5ac1d27c928ea1c6dbe91b602afd9c13189559","observation_id":"dc3e1688-f139-445d-a5e2-b5fc7997a7e9","resolution":{"observed_at":"2026-08-12T19:56:01.886055Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.087737Z","title":"Annals of Mathematical Statistics32(4), 1339–1342 (1961) 56","venue":null,"work_id":"558b2847-e1aa-41fc-aeb9-9715334dcc62","year":1961},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.893303Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:2b6fa51f3650df8696f22445d11f115c6c4dda0fdabc567b077b8835d37b1dbd","observation_id":"85f2b763-fc9a-46b7-a99f-4fb2ad1739e0","resolution":{"observed_at":"2026-08-12T19:56:03.094643Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.13383","last_updated":"2025-02-19T02:46:52Z","snapshot_observed_at":"2026-08-10T18:57:41.963564Z","submitted_at":"2025-02-19T02:46:52Z","title":"MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.13383","snapshot_observed_at":"2026-08-12T19:56:01.898636Z","title":"In: arXiv preprint arXiv:2502.13383 (2025) 2, 4","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.898636Z"},"links":{"cited_paper":"/paper/2502.13383","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:a0c7fd51cbc7175870d1396b2954b49e34bdb3061d36d77c2c18f89e342c38c8","observation_id":"ce25bdfe-4295-417c-8349-787046b5ca44","resolution":{"observed_at":"2026-08-12T19:56:01.898636Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.19786","last_updated":"2025-03-25T15:52:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-03-25T15:52:34Z","title":"Gemma 3 Technical Report","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.19786","snapshot_observed_at":"2026-08-12T19:56:01.905512Z","title":"O., Joulin, A., Andreev, A., Hardin, C., Dadashi, R., Hussenot, L.: Gemma 3 technical report (2025),https://arxiv.org/abs/2503.1978622","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.905512Z"},"links":{"cited_paper":"/paper/2503.19786","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:dc6cd18f525880bcbacb8c4bba1651d1f9048b0ea6bdd0050fb1383d5502707a","observation_id":"4b7ea0f6-d088-4523-8fad-7d413361583f","resolution":{"observed_at":"2026-08-12T19:56:01.905512Z","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":"2026-08-12T19:56:01.911724Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.911724Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:2881ba3b181015d48aa8f4f94f37cb292b860e4f71cbd04dceb02bbc293a09b2","observation_id":"93cae4c4-9f69-445e-801e-a9f153559288","resolution":{"observed_at":"2026-08-12T19:56:01.911724Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.16860","last_updated":"2024-12-04T17:57:32Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-06-24T17:59:42Z","title":"Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.16860","snapshot_observed_at":"2026-08-12T19:56:01.917312Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.917312Z"},"links":{"cited_paper":"/paper/2406.16860","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:496367757cbdf016cdb3bc56b75d63d0d2d674ca4bfe288c66031a468f4c0e04","observation_id":"950786be-21bd-4fc2-be5e-638c3d54aa41","resolution":{"observed_at":"2026-08-12T19:56:01.917312Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.064961Z","title":"In: ACL (2023) 2, 4","venue":null,"work_id":"078bdab5-4d36-4dc3-b929-188961241838","year":2023},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.923656Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:90b9dd41fe6b6fb34353341e478e8d9bf0f1610775591ff2f0c96f0dbf11adb7","observation_id":"ede4a8bc-bfd9-49ec-9c9f-2b8295418015","resolution":{"observed_at":"2026-08-12T19:56:03.071807Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:01.930320Z","title":"In: Ku, L.W., Martins, A., Srikumar, V","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.930320Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:ab2c7bb3495301d27064427046db8bdbb3d7285eff22307a62ffb4cc09b973dc","observation_id":"5ce53e7a-bc91-4e82-bff1-b1cb67184b2e","resolution":{"observed_at":"2026-08-12T19:56:01.930320Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2509.00084","last_updated":"2026-04-27T15:34:36Z","snapshot_observed_at":"2026-08-11T14:24:53.285716Z","submitted_at":"2025-08-27T06:51:48Z","title":"Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2509.00084","snapshot_observed_at":"2026-08-12T19:56:01.935814Z","title":"ArXivabs/2509.00084(2025),https://api.semanticscholar.org/CorpusID: 28108007923","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.935814Z"},"links":{"cited_paper":"/paper/2509.00084","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:a54a276f1dd8800a95c269592fc2505a0a176b44f8624e732da95051a1d641cb","observation_id":"ac0bdd4a-9dc1-4c92-a9aa-235b7f8f7c58","resolution":{"observed_at":"2026-08-12T19:56:01.935814Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.10291","last_updated":"2025-03-13T12:03:37Z","snapshot_observed_at":"2026-08-10T23:49:15.666282Z","submitted_at":"2025-03-13T12:03:37Z","title":"VisualPRM: An Effective Process Reward Model for Multimodal Reasoning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.10291","snapshot_observed_at":"2026-08-12T19:56:01.947345Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.947345Z"},"links":{"cited_paper":"/paper/2503.10291","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:e9908eecfe529a6928fb25e70d5d66942f8fd0473e8dd2b8e785d7d4ba82a6f7","observation_id":"4c6225d7-f8a3-4908-81aa-9d65d80833e6","resolution":{"observed_at":"2026-08-12T19:56:01.947345Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2509.00676","last_updated":"2025-08-31T03:08:02Z","snapshot_observed_at":"2026-08-12T20:40:34.244896Z","submitted_at":"2025-08-31T03:08:02Z","title":"LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2509.00676","snapshot_observed_at":"2026-08-12T19:56:01.952589Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.952589Z"},"links":{"cited_paper":"/paper/2509.00676","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:6eea6ca924d52f79ec8735848bd225107d92db889fba879665f0c7e4bfe4a848","observation_id":"456a6657-a62a-4bc1-8d2a-d16f12c85bb5","resolution":{"observed_at":"2026-08-12T19:56:01.952589Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2203.11171","last_updated":"2023-03-07T17:57:37Z","snapshot_observed_at":"2026-07-06T12:50:22.773056Z","submitted_at":"2022-03-21T17:48:52Z","title":"Self-Consistency Improves Chain of Thought Reasoning in Language Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2203.11171","snapshot_observed_at":"2026-08-12T19:56:01.959437Z","title":"In: International Conference on Learning Representations (ICLR) (2023), arXiv:2203.11171 23","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.959437Z"},"links":{"cited_paper":"/paper/2203.11171","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:bbca02fc69e68bbd5a78b790dc6bfbe87e4496caf8d6a8c51a394d8c614118cb","observation_id":"ffef96eb-d23c-416c-b01d-783bdbdc01d4","resolution":{"observed_at":"2026-08-12T19:56:01.959437Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.18203","last_updated":"2025-04-23T17:46:47Z","snapshot_observed_at":"2026-08-12T13:20:08.918744Z","submitted_at":"2024-11-27T10:28:57Z","title":"Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.18203","snapshot_observed_at":"2026-08-12T19:56:01.975427Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.975427Z"},"links":{"cited_paper":"/paper/2411.18203","citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:5dced1a05d8c36300a818333ac639b470f2f4d54c019edf67ffa8fe219934bfe","observation_id":"afc8d2b1-b606-46cd-840f-99b58920453f","resolution":{"observed_at":"2026-08-12T19:56:01.975427Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.044939Z","title":"In: European Conference on Computer Vision (ECCV) (2024) 2, 6, 11","venue":null,"work_id":"42c9342f-2722-42c7-9cd3-6e01d09b3b50","year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.982033Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:abf97ec71c4bf5cfca12d0339b411ef0ad5a864ed98a3555371799e570f7605d","observation_id":"93674582-8ea3-46ee-b38c-e5ee3f1e122e","resolution":{"observed_at":"2026-08-12T19:56:03.051160Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T19:56:03.014667Z","title":null,"venue":null,"work_id":"869fffe5-2d11-469c-8c60-a1a7b161cfb7","year":2024},"citing_paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-12T19:56:01.990633Z"},"links":{"citing_paper":"/paper/2608.10665"},"observation_digest":"sha256:76339e85e59efe730f31712b4a9da373d6b1156ad441c27c9586b6213fb34b37","observation_id":"5f77f0ed-90bf-4c62-991d-0a11b2134804","resolution":{"observed_at":"2026-08-12T19:56:03.022190Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2608.10665","last_updated":"2026-08-11T08:46:38Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-13T15:32:00.729571Z","submitted_at":"2026-08-11T08:46:38Z","title":"VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus"},"reference_resolution":{"displayed":49,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":29,"verified_exact":0,"verified_fuzzy":19},"total_outbound_references":49},"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":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"thesis":"As of 13 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2608.10665."}