{"as_of":"2026-08-09T18:53:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:e219660762a677c32f344f49da4aff037c1080704f722b5f11b0fe1aeac0725d","coverage":[{"denominator":47,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":47,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-08T21:33:37.726873Z","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":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":2,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":2,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T14:47:37.362407Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"pith","source_observed_at":"2026-08-07T14:47:37.956802Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"cited_work":{"arxiv_id":"2502.04790","doi":null,"metadata_source":"pith","pith_arxiv_id":"2502.04790","snapshot_observed_at":"2026-08-07T14:47:37.956802Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","venue":"cs.CL","work_id":"8790824f-18de-42a7-8513-5842aed36c48","year":2025},"citing_paper":{"arxiv_id":"2505.17673","last_updated":"2025-05-23T09:38:55Z","snapshot_observed_at":"2026-08-08T13:18:18.397211Z","submitted_at":"2025-05-23T09:38:55Z","title":"Rethinking Agent Design: From Top-Down Workflows to Bottom-Up Skill Evolution","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T14:47:37.362407Z"},"links":{"cited_paper":"/paper/2502.04790","citing_paper":"/paper/2505.17673"},"observation_digest":"sha256:70b29040298d158dd72402476043a27a750e26ef67a58e72b42113a196e24d55","observation_id":"9f06c2a3-f689-46d7-9804-edd5f954f668","resolution":{"observed_at":"2026-08-07T14:47:38.073016Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.04790","snapshot_observed_at":"2026-08-03T09:21:49.226749Z","title":"S2-mad: Breaking the token barrier to enhance multi-agent debate efficiency, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2601.14192","last_updated":"2026-07-03T11:26:58Z","snapshot_observed_at":"2026-08-07T15:05:40.772054Z","submitted_at":"2026-01-20T17:51:56Z","title":"Toward Efficient Agents: Memory, Tool learning, and Planning","version":2},"reference_index":178,"source":"pdf_text","source_observed_at":"2026-08-03T09:21:49.226749Z"},"links":{"cited_paper":"/paper/2502.04790","citing_paper":"/paper/2601.14192"},"observation_digest":"sha256:a45995f6097acf3dcf16ffa097b5b8f472b13039affa2b94a45ef493d0d7c4b0","observation_id":"69895468-8623-4789-9265-6cf56bd5751f","resolution":{"observed_at":"2026-08-03T09:21:49.226749Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2502.04790/citation-record","integrity":"/paper/2502.04790/integrity","json":"/paper/2502.04790/citation-record.json","paper":"/paper/2502.04790"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2303.08774","last_updated":"2024-03-04T06:01:33Z","snapshot_observed_at":"2026-08-07T07:30:12.213965Z","submitted_at":"2023-03-15T17:15:04Z","title":"GPT-4 Technical Report","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.08774","snapshot_observed_at":"2026-08-08T21:33:36.614293Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.614293Z"},"links":{"cited_paper":"/paper/2303.08774","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:9671b4cf033b604c5c7aa796dc04fe95e9f23b47f3838d96a37a97d59e7d5bbd","observation_id":"2fd5aa00-b7aa-4ab5-81c6-e86f8ed89621","resolution":{"observed_at":"2026-08-08T21:33:36.614293Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.10403","last_updated":"2023-09-13T20:35:45Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-05-17T17:46:53Z","title":"PaLM 2 Technical Report","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.10403","snapshot_observed_at":"2026-08-08T21:33:36.635430Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.635430Z"},"links":{"cited_paper":"/paper/2305.10403","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:ede6a6ad0d34e7d9ae1782ca566d9222cb4385f1098ef7268926bedbdf9b86ff","observation_id":"d6f9ac44-b693-4633-8490-a7a0ca9c11ef","resolution":{"observed_at":"2026-08-08T21:33:36.635430Z","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":"2026-08-08T21:33:36.655512Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.655512Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:7edc4d2624bdb0bbb7d0e48d8c0b3d6b6aeda593fff37d6d2ca48ac292ce9d39","observation_id":"42cba217-03fd-48e4-a6c8-ac4bf67b4714","resolution":{"observed_at":"2026-08-08T21:33:36.655512Z","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":"2026-08-08T21:33:36.658570Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.658570Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:f2a97a2028d9168a7455709c6c35bf80a33cd9abf14cb1c31e062fd6dba63385","observation_id":"e103d5ea-294c-4011-b613-1bb97aff270f","resolution":{"observed_at":"2026-08-08T21:33:36.658570Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.12712","last_updated":"2023-04-13T20:41:31Z","snapshot_observed_at":"2026-08-03T04:49:15.195814Z","submitted_at":"2023-03-22T16:51:28Z","title":"Sparks of Artificial General Intelligence: Early experiments with GPT-4","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.12712","snapshot_observed_at":"2026-08-08T21:33:36.663306Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.663306Z"},"links":{"cited_paper":"/paper/2303.12712","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:dd9eea9f8de3c9d91ac3f298ee1129ada55ad5134ed31367df7978a32b1d1af7","observation_id":"f1bbbbc7-b701-4934-b141-b9c4523a0e93","resolution":{"observed_at":"2026-08-08T21:33:36.663306Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.07201","last_updated":"2023-08-14T15:13:04Z","snapshot_observed_at":"2026-08-02T01:34:38.978920Z","submitted_at":"2023-08-14T15:13:04Z","title":"ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.07201","snapshot_observed_at":"2026-08-08T21:33:36.667503Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.667503Z"},"links":{"cited_paper":"/paper/2308.07201","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:77883b5353f70ff506edab1fd44dc638834568771b6dfe636cb5bea77e15e73c","observation_id":"b021033e-ade5-4d99-819b-19bfe7c848aa","resolution":{"observed_at":"2026-08-08T21:33:36.667503Z","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":"2026-08-08T21:33:36.672585Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.672585Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:64dfbc11073eb945e18c322cc4600d5c3fccf0eb2345909ba1e3d189b5087ecc","observation_id":"255c8129-37f8-4189-90d7-833a57839cbc","resolution":{"observed_at":"2026-08-08T21:33:36.672585Z","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":"2026-08-08T21:33:36.676774Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.676774Z"},"links":{"cited_paper":"/paper/2110.14168","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:d9736820c6a8c7a1a35ed15d859b37a70d65b9a616d724ddeae8b3940925eaaa","observation_id":"9e19ff59-0689-45db-a627-fae6d36fc488","resolution":{"observed_at":"2026-08-08T21:33:36.676774Z","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":"2026-08-08T21:33:36.680559Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.680559Z"},"links":{"cited_paper":"/paper/2305.14325","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:37e14cbc52d283b3829b890c4fe2a5e31006f12c7140da2e5fd0142a55c283fb","observation_id":"0488e273-c05e-4273-b9d9-031d73567feb","resolution":{"observed_at":"2026-08-08T21:33:36.680559Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.10142","last_updated":"2023-05-17T11:55:32Z","snapshot_observed_at":"2026-08-04T15:52:12.974744Z","submitted_at":"2023-05-17T11:55:32Z","title":"Improving Language Model Negotiation with Self-Play and In-Context Learning from AI Feedback","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.10142","snapshot_observed_at":"2026-08-08T21:33:36.684637Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.684637Z"},"links":{"cited_paper":"/paper/2305.10142","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:cba08869bf70eb9f6bd6e9f84b5b30da164f898cb77a74d0595c40b5df88d391","observation_id":"ba6c66ae-ecd9-4898-9608-900d2212d64e","resolution":{"observed_at":"2026-08-08T21:33:36.684637Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2009.03300","last_updated":"2021-01-12T18:57:11Z","snapshot_observed_at":"2026-08-09T10:28:06.906299Z","submitted_at":"2020-09-07T17:59:25Z","title":"Measuring Massive Multitask Language Understanding","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2009.03300","snapshot_observed_at":"2026-08-08T21:33:36.687613Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.687613Z"},"links":{"cited_paper":"/paper/2009.03300","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:54d3678dad3dc71e83830f2da071458749f66e10f088a47c780ffc38c66cc0b1","observation_id":"8b9c0e2d-47b4-4926-9ac2-ef49fef35a19","resolution":{"observed_at":"2026-08-08T21:33:36.687613Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2103.03874","last_updated":"2021-11-08T21:30:18Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2021-03-05T18:59:39Z","title":"Measuring Mathematical Problem Solving With the MATH Dataset","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2103.03874","snapshot_observed_at":"2026-08-08T21:33:36.765015Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.765015Z"},"links":{"cited_paper":"/paper/2103.03874","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:da0a590ecedeedd45fddbb076785e41ba2b9cbe5238be70a84249d0234c6b0ec","observation_id":"bfa7e292-9993-4502-b8bc-e83979614c9e","resolution":{"observed_at":"2026-08-08T21:33:36.765015Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1904.09751","last_updated":"2020-02-14T21:56:30Z","snapshot_observed_at":"2026-07-06T07:47:32.745963Z","submitted_at":"2019-04-22T07:17:18Z","title":"The Curious Case of Neural Text Degeneration","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1904.09751","snapshot_observed_at":"2026-08-08T21:33:36.882977Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.882977Z"},"links":{"cited_paper":"/paper/1904.09751","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:f68f085bb980ec2eba0b702201c6d6410786a32e4df1450a91d96bb36dbfe16c","observation_id":"dde7d807-6de4-471e-965b-49f0f9b14806","resolution":{"observed_at":"2026-08-08T21:33:36.882977Z","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":"2026-08-08T21:33:36.990875Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:36.990875Z"},"links":{"cited_paper":"/paper/2310.01798","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:bff36c132ae3cc9520d4730715a89a95b168831d78f887aeaa7d5a9a2735d978","observation_id":"eb99a108-9bf3-4251-a5e0-0cff76d1fe40","resolution":{"observed_at":"2026-08-08T21:33:36.990875Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.17812","last_updated":"2023-05-28T20:49:52Z","snapshot_observed_at":"2026-08-08T07:32:18.355277Z","submitted_at":"2023-05-28T20:49:52Z","title":"Tab-CoT: Zero-shot Tabular Chain of Thought","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.17812","snapshot_observed_at":"2026-08-08T21:33:37.031059Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.031059Z"},"links":{"cited_paper":"/paper/2305.17812","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:047a5db3ef46165144dc317e59e432de3173293dd2359899e2b70a1f6556a021","observation_id":"8ded81be-7eef-4f7e-adf5-92100887108d","resolution":{"observed_at":"2026-08-08T21:33:37.031059Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2212.13894","last_updated":"2023-05-29T16:23:29Z","snapshot_observed_at":"2026-07-06T14:35:33.623257Z","submitted_at":"2022-12-20T18:06:03Z","title":"LAMBADA: Backward Chaining for Automated Reasoning in Natural Language","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2212.13894","snapshot_observed_at":"2026-08-08T21:33:37.069521Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.069521Z"},"links":{"cited_paper":"/paper/2212.13894","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:b5aa2f32a9ada1aee08ce81e2209240b58ba53108858917b6e67688c9a1ffae9","observation_id":"6675c08a-e4ef-43af-bf9f-c0d39f1ef9eb","resolution":{"observed_at":"2026-08-08T21:33:37.069521Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.11776","last_updated":"2024-06-17T17:33:09Z","snapshot_observed_at":"2026-07-06T18:32:23.999019Z","submitted_at":"2024-06-17T17:33:09Z","title":"Improving Multi-Agent Debate with Sparse Communication Topology","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.11776","snapshot_observed_at":"2026-08-08T21:33:37.090487Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.090487Z"},"links":{"cited_paper":"/paper/2406.11776","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:f5907c91e9c5176d71fe3ec3a0ea3f3cbb0ca1b2bd4fcad65ddb7a9cebc6ae1a","observation_id":"d9a9620f-8d82-4da5-9231-eddc56ede5d2","resolution":{"observed_at":"2026-08-08T21:33:37.090487Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.19118","last_updated":"2024-10-09T02:41:21Z","snapshot_observed_at":"2026-08-01T16:20:31.337598Z","submitted_at":"2023-05-30T15:25:45Z","title":"Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.19118","snapshot_observed_at":"2026-08-08T21:33:37.096960Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.096960Z"},"links":{"cited_paper":"/paper/2305.19118","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:e387d3c3ce778ce9ac43889704454b891eadcfbc03f18c3a679b2684badcfdae","observation_id":"43992f22-d939-4b80-a077-c03723382ff0","resolution":{"observed_at":"2026-08-08T21:33:37.096960Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.03439","last_updated":"2023-05-05T07:24:48Z","snapshot_observed_at":"2026-08-09T03:14:19.946534Z","submitted_at":"2023-04-07T01:37:45Z","title":"Evaluating the Logical Reasoning Ability of ChatGPT and GPT-4","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.03439","snapshot_observed_at":"2026-08-08T21:33:37.100770Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.100770Z"},"links":{"cited_paper":"/paper/2304.03439","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:e220fef90a314e8764ba9cdf96929e700333e01d811c33201f1819621a6d1834","observation_id":"e4519ae6-1558-49ff-a6d2-0ae583563b02","resolution":{"observed_at":"2026-08-08T21:33:37.100770Z","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":"2026-08-08T21:33:37.104412Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.104412Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:88edfe0a9fb3b0d828f9fc132c0e9e4f2f6b24cec5f96c6fae9f0fdbbee1c141","observation_id":"f54f2454-70e6-4bcd-a7e9-f541612032fa","resolution":{"observed_at":"2026-08-08T21:33:37.104412Z","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":"2026-08-08T21:33:37.107701Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.107701Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:f4c6560cb5146ae8b0eb4dcb65b37488d75dd2f3acc9667083c123dd0c9b81ef","observation_id":"b89f112c-0ffb-46bb-aafc-aadb4c93346e","resolution":{"observed_at":"2026-08-08T21:33:37.107701Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.15337","last_updated":"2024-03-02T02:45:33Z","snapshot_observed_at":"2026-07-06T15:59:34.968253Z","submitted_at":"2023-07-28T06:31:34Z","title":"Skeleton-of-Thought: Prompting LLMs for Efficient Parallel Generation","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.15337","snapshot_observed_at":"2026-08-08T21:33:37.111566Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.111566Z"},"links":{"cited_paper":"/paper/2307.15337","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:3fb55a6f7e4e4c7dfc80a79d3f543d6867be4dc3fc7e97a2fb8e778d82ead9ad","observation_id":"58204636-160b-48a7-9f89-673f0da84272","resolution":{"observed_at":"2026-08-08T21:33:37.111566Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.12295","last_updated":"2023-10-19T01:54:27Z","snapshot_observed_at":"2026-08-07T13:11:49.965934Z","submitted_at":"2023-05-20T22:25:38Z","title":"Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.12295","snapshot_observed_at":"2026-08-08T21:33:37.114620Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.114620Z"},"links":{"cited_paper":"/paper/2305.12295","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:26f89181fa5cf4f538c28b62302350889786c8d570a26d19557e7c3ed712fe78","observation_id":"91b4beb1-1673-45ba-b079-166aa623a10c","resolution":{"observed_at":"2026-08-08T21:33:37.114620Z","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":"2026-08-08T21:33:37.118329Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.118329Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:32efd258de7a2a5881da91513fb526646c18ef7c9c314675c7f8d47e9fc4032f","observation_id":"af6d3737-a4a2-4015-818b-f849860b164a","resolution":{"observed_at":"2026-08-08T21:33:37.118329Z","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":"2026-08-08T21:33:37.122004Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.122004Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:a59b52731d896c158c07aaab0ff40f18bd685d83c0845fe8bd378367c01d51f4","observation_id":"ef219aa0-231a-4ab4-8891-73a3b7c0e898","resolution":{"observed_at":"2026-08-08T21:33:37.122004Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.12022","last_updated":"2023-11-20T18:57:34Z","snapshot_observed_at":"2026-08-04T22:55:15.345443Z","submitted_at":"2023-11-20T18:57:34Z","title":"GPQA: A Graduate-Level Google-Proof Q&A Benchmark","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.12022","snapshot_observed_at":"2026-08-08T21:33:37.188854Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.188854Z"},"links":{"cited_paper":"/paper/2311.12022","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:f8447d4e9bfde2f189d05fb9470995ce7777b4632f152335e95b52ed3e48de69","observation_id":"bdcf13da-62d0-4ed1-8558-2725619f3a5f","resolution":{"observed_at":"2026-08-08T21:33:37.188854Z","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":"2026-08-08T21:33:37.278186Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.278186Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:b19ff108f6ad69cbeb940e55529aa3076a000c28310acc18c3a9d6c38b6ff060","observation_id":"d1c11568-7770-41ae-8e11-600db6f023f4","resolution":{"observed_at":"2026-08-08T21:33:37.278186Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2302.12822","last_updated":"2024-02-27T14:49:43Z","snapshot_observed_at":"2026-08-06T22:59:22.403226Z","submitted_at":"2023-02-24T18:58:06Z","title":"Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2302.12822","snapshot_observed_at":"2026-08-08T21:33:37.328942Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.328942Z"},"links":{"cited_paper":"/paper/2302.12822","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:2fbc2de854efb7b3d981f5a5cda4e1d03274b1587b32aa61ae4434a4bcf25048","observation_id":"1050e4b2-edf5-4fc2-b42c-5b17f3f1e023","resolution":{"observed_at":"2026-08-08T21:33:37.328942Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.12397","last_updated":"2023-10-19T00:56:37Z","snapshot_observed_at":"2026-08-09T14:57:22.589761Z","submitted_at":"2023-10-19T00:56:37Z","title":"GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.12397","snapshot_observed_at":"2026-08-08T21:33:37.395529Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.395529Z"},"links":{"cited_paper":"/paper/2310.12397","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:bdb40d17ac307e25d1be2c861f321567123306472bdbc89a1c0c1afd3641feb0","observation_id":"2af25100-fe67-44ff-bece-e9f9a4e841fe","resolution":{"observed_at":"2026-08-08T21:33:37.395529Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.00280","last_updated":"2024-08-21T05:11:10Z","snapshot_observed_at":"2026-07-06T16:25:50.576054Z","submitted_at":"2023-09-30T07:11:39Z","title":"Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.00280","snapshot_observed_at":"2026-08-08T21:33:37.466118Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.466118Z"},"links":{"cited_paper":"/paper/2310.00280","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:84ee8f19889aaa63ed0222441cf494befc0ca09ae3102540d1a4be5e8f922a99","observation_id":"f54b3e9a-3b68-4417-8ce4-3d0346ffbc8b","resolution":{"observed_at":"2026-08-08T21:33:37.466118Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2302.13971","last_updated":"2023-02-27T17:11:15Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-02-27T17:11:15Z","title":"LLaMA: Open and Efficient Foundation Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2302.13971","snapshot_observed_at":"2026-08-08T21:33:37.576866Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.576866Z"},"links":{"cited_paper":"/paper/2302.13971","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:9bb0ac36acfca9333c2e70633583eef7c04f5abfb335c3c6e2fb0095d1c61f44","observation_id":"f266d19a-3e35-4da7-b77e-ff11c4dc3380","resolution":{"observed_at":"2026-08-08T21:33:37.576866Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.09288","last_updated":"2023-07-19T17:08:59Z","snapshot_observed_at":"2026-08-07T12:56:43.323460Z","submitted_at":"2023-07-18T14:31:57Z","title":"Llama 2: Open Foundation and Fine-Tuned Chat Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.09288","snapshot_observed_at":"2026-08-08T21:33:37.627268Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.627268Z"},"links":{"cited_paper":"/paper/2307.09288","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:a6b439fc91cb04cab567041a5c3f4311f112ccf599f3995a9d2f8f7f31c96a23","observation_id":"b483bd83-f744-46e4-b176-024f83d2b8d9","resolution":{"observed_at":"2026-08-08T21:33:37.627268Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.08118","last_updated":"2023-10-12T08:22:37Z","snapshot_observed_at":"2026-08-07T20:55:31.330978Z","submitted_at":"2023-10-12T08:22:37Z","title":"Can Large Language Models Really Improve by Self-critiquing Their Own Plans?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.08118","snapshot_observed_at":"2026-08-08T21:33:37.640825Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.640825Z"},"links":{"cited_paper":"/paper/2310.08118","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:8e5e9935ecc701a641b62688187ac7caf91bbff1043e4ae0f7556fbf45c8da28","observation_id":"1d07930e-325d-4ba0-a1bd-68fc220040b9","resolution":{"observed_at":"2026-08-08T21:33:37.640825Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.04854","last_updated":"2024-07-11T07:28:56Z","snapshot_observed_at":"2026-07-06T16:58:43.934362Z","submitted_at":"2023-12-08T06:22:12Z","title":"Learning to Break: Knowledge-Enhanced Reasoning in Multi-Agent Debate System","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.04854","snapshot_observed_at":"2026-08-08T21:33:37.648798Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.648798Z"},"links":{"cited_paper":"/paper/2312.04854","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:dbdbd49ce8ea5055db6fbb52f1a041ed6badc0d37b8b16d8daa1858c4d3f2ae3","observation_id":"cdd5ec2c-03c3-41b1-afb4-994251091ef6","resolution":{"observed_at":"2026-08-08T21:33:37.648798Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2105.03659","last_updated":"2021-05-08T10:09:36Z","snapshot_observed_at":"2026-07-06T11:07:28.344783Z","submitted_at":"2021-05-08T10:09:36Z","title":"Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text","version":1},"cited_work":{"arxiv_id":"2105.03659","doi":null,"metadata_source":"pith","pith_arxiv_id":"2105.03659","snapshot_observed_at":"2026-08-08T21:33:37.935241Z","title":"Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text","venue":"cs.CL","work_id":"8a3bb5a7-2008-4316-b518-9f1d5b4719fa","year":2021},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.660393Z"},"links":{"cited_paper":"/paper/2105.03659","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:15ed9ed552d69046416448c622028e43b42082dccb6435bb81da9ec2cfe6706d","observation_id":"a7a5dcf3-b5cb-42ed-9388-f34c48e8f241","resolution":{"observed_at":"2026-08-08T21:33:37.976880Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"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":"2026-08-08T21:33:37.673595Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.673595Z"},"links":{"cited_paper":"/paper/2203.11171","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:8b9ce66c11970c5de7b7241eea55c83aca9cd5f0a5c7a685311214936f02a594","observation_id":"6891fd79-0f8c-4e8f-bd8a-962ca3f91917","resolution":{"observed_at":"2026-08-08T21:33:37.673595Z","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":"2026-08-08T21:33:37.687306Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.687306Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:4b2ae1005dbfdcec48d38cdc1302e01c8084d9ea796ec820fcb5f602a1e060b5","observation_id":"f860a0be-813c-4554-b606-df8cd2709422","resolution":{"observed_at":"2026-08-08T21:33:37.687306Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2211.00053","last_updated":"2022-10-31T18:09:51Z","snapshot_observed_at":"2026-07-06T14:12:45.730577Z","submitted_at":"2022-10-31T18:09:51Z","title":"Generating Sequences by Learning to Self-Correct","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2211.00053","snapshot_observed_at":"2026-08-08T21:33:37.690667Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.690667Z"},"links":{"cited_paper":"/paper/2211.00053","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:721fcd3ed171d9ee47133bae05e488fb29b7b63e358d7654f86a3d394188ea6a","observation_id":"c1ccffb0-b099-420a-8576-85c3fde1634f","resolution":{"observed_at":"2026-08-08T21:33:37.690667Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.11595","last_updated":"2023-10-18T06:32:15Z","snapshot_observed_at":"2026-07-06T15:29:39.466936Z","submitted_at":"2023-05-19T11:15:33Z","title":"Examining Inter-Consistency of Large Language Models Collaboration: An In-depth Analysis via Debate","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.11595","snapshot_observed_at":"2026-08-08T21:33:37.693898Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.693898Z"},"links":{"cited_paper":"/paper/2305.11595","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:836f09f2e8cef6e478ab62660f125e9a2749c04545d2fc6dbc114be4ccfe3041","observation_id":"7d4c4cff-e61d-460f-be5d-af3b7cfde930","resolution":{"observed_at":"2026-08-08T21:33:37.693898Z","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":"2026-08-08T21:33:37.697597Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.697597Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:ea0708b01538d62de5423391ea84aa3eecd6e496992fae738ed615d35a093477","observation_id":"cda942b3-2eb7-41cf-bea7-33daf4ab67aa","resolution":{"observed_at":"2026-08-08T21:33:37.697597Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.08152","last_updated":"2023-12-17T13:02:27Z","snapshot_observed_at":"2026-07-06T16:47:21.000236Z","submitted_at":"2023-11-14T13:27:07Z","title":"Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.08152","snapshot_observed_at":"2026-08-08T21:33:37.700576Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.700576Z"},"links":{"cited_paper":"/paper/2311.08152","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:c1543c7c63a9365d43228f6ea647f2d89360292e80c470e102bb333757c39610","observation_id":"9805cc1e-2b56-4ebf-9746-64e5998a7c05","resolution":{"observed_at":"2026-08-08T21:33:37.700576Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.00297","last_updated":"2024-02-21T09:21:52Z","snapshot_observed_at":"2026-08-02T23:29:19.700471Z","submitted_at":"2023-09-30T08:13:49Z","title":"Understanding In-Context Learning from Repetitions","version":3},"cited_work":{"arxiv_id":"2310.00297","doi":null,"metadata_source":"pith","pith_arxiv_id":"2310.00297","snapshot_observed_at":"2026-08-08T21:33:37.767317Z","title":"Understanding In-Context Learning from Repetitions","venue":"cs.CL","work_id":"4a573ebb-b413-40dc-a3af-838004b6a103","year":2023},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.704590Z"},"links":{"cited_paper":"/paper/2310.00297","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:50421380830f45abfe447b11ea18eb4b3666b9a376034b41829ee1b4c8934eb7","observation_id":"bc61bf6f-0819-4642-8103-c35b231eb39f","resolution":{"observed_at":"2026-08-08T21:33:37.837996Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-08T21:33:37.708014Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.708014Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:5263cb74023b077dc067dac8e54bb140b0cc42f987dbac6c8257068bbc32e942","observation_id":"67ca3471-77f8-4456-9901-ab8eaa454929","resolution":{"observed_at":"2026-08-08T21:33:37.708014Z","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":"2026-08-08T21:33:37.711278Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.711278Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:085d13612546216c61aee1c44df768f2a2239c2f4f3bfeec506816c778986cc6","observation_id":"05871a69-430c-473d-8592-3897152b98b6","resolution":{"observed_at":"2026-08-08T21:33:37.711278Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2205.10625","last_updated":"2023-04-16T22:08:08Z","snapshot_observed_at":"2026-08-06T09:00:42.886249Z","submitted_at":"2022-05-21T15:34:53Z","title":"Least-to-Most Prompting Enables Complex Reasoning in Large Language Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2205.10625","snapshot_observed_at":"2026-08-08T21:33:37.713920Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.713920Z"},"links":{"cited_paper":"/paper/2205.10625","citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:2fe468cd768f9e5fb3482e0ae1f5ee071ceda1ad4564619ea911cc78b1fb08b6","observation_id":"cb0d0c88-7315-4b27-8d1c-2a6d37fcb2d0","resolution":{"observed_at":"2026-08-08T21:33:37.713920Z","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":"2026-08-08T21:33:37.717442Z","title":"online\" 'onlinestring :=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":46,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.717442Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:a29cc38b102337e3333157bbfe384b57b73a0bec33684ce19a5909dd1c6a5902","observation_id":"1ca6cd5f-df95-43c9-8f4d-7b9a669c1aaf","resolution":{"observed_at":"2026-08-08T21:33:37.717442Z","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":"2026-08-08T21:33:37.726873Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","version":2},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-08-08T21:33:37.726873Z"},"links":{"citing_paper":"/paper/2502.04790"},"observation_digest":"sha256:7eded20242a6d530c08323a4ff90122faf9aa3ab50ca6c17fbbddfd0018e879f","observation_id":"0a5df3e4-b40b-4de4-af9b-1886784d8307","resolution":{"observed_at":"2026-08-08T21:33:37.726873Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2502.04790","last_updated":"2025-04-10T02:29:35Z","latest_version":2,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-09T03:15:11.570129Z","submitted_at":"2025-02-07T09:49:56Z","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency"},"reference_resolution":{"displayed":47,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":45,"verified_exact":2,"verified_fuzzy":0},"total_outbound_references":47},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 2 inbound Pith citation observations for arXiv:2502.04790."}