{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:DFNHO3R7CGLJWNTXKXTBYQR4AE","short_pith_number":"pith:DFNHO3R7","canonical_record":{"source":{"id":"2502.11799","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-02-17T13:42:12Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"aaa62aa5a1b9aa905645d3af470ecdbb7a44515025621770a2059690d320b393","abstract_canon_sha256":"17649a63359e99050f2d4ae74146c7d3aa0d38d66762bdb4855d85cfe414968b"},"schema_version":"1.0"},"canonical_sha256":"195a776e3f11969b367755e61c423c013c220356463daea84a49522bb8fd82c1","source":{"kind":"arxiv","id":"2502.11799","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.11799","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"arxiv_version","alias_value":"2502.11799v3","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.11799","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"pith_short_12","alias_value":"DFNHO3R7CGLJ","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"pith_short_16","alias_value":"DFNHO3R7CGLJWNTX","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"pith_short_8","alias_value":"DFNHO3R7","created_at":"2026-07-05T11:08:16Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:DFNHO3R7CGLJWNTXKXTBYQR4AE","target":"record","payload":{"canonical_record":{"source":{"id":"2502.11799","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-02-17T13:42:12Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"aaa62aa5a1b9aa905645d3af470ecdbb7a44515025621770a2059690d320b393","abstract_canon_sha256":"17649a63359e99050f2d4ae74146c7d3aa0d38d66762bdb4855d85cfe414968b"},"schema_version":"1.0"},"canonical_sha256":"195a776e3f11969b367755e61c423c013c220356463daea84a49522bb8fd82c1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:08:16.708262Z","signature_b64":"cVP1dh2gl3YQyq063pVr/LaZNuzT+BPC0k9TQxOMoVVDMjGE8W68gvBxqZKMiNxk8Q2yWglQAWuy24Pod1uQCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"195a776e3f11969b367755e61c423c013c220356463daea84a49522bb8fd82c1","last_reissued_at":"2026-07-05T11:08:16.707687Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:08:16.707687Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2502.11799","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:08:16Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"cetJc3o6Uu/cvetkYlyFpfkbwwg4Cqxnk7NW4tlUrKqsIlNG//n46f2L0OJ2AQPR6ZXaodsIA7wgo+yWFm9VBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T09:08:13.691506Z"},"content_sha256":"7a353e9b9849b8b2bd692240ce837ee4d27c0b7c9628f331cff9fc40c23cd69b","schema_version":"1.0","event_id":"sha256:7a353e9b9849b8b2bd692240ce837ee4d27c0b7c9628f331cff9fc40c23cd69b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:DFNHO3R7CGLJWNTXKXTBYQR4AE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CL"],"primary_cat":"cs.AI","authors_text":"Guoxin Chen, Jingjing Wang, Peiying Yu","submitted_at":"2025-02-17T13:42:12Z","abstract_excerpt":"Despite the remarkable capabilities of large language models (LLMs) in various reasoning tasks, they still struggle with table reasoning tasks, particularly in maintaining consistency throughout multi-step reasoning processes. While existing approaches have explored various decomposition strategies, they often lack effective mechanisms to identify and correct errors in intermediate reasoning steps, leading to cascading error propagation. To address these issues, we propose Table-Critic, a novel multi-agent framework that facilitates collaborative criticism and iterative refinement of the reaso"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.11799","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2502.11799/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:08:16Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"hvmuUjF3/s5sJOxdY1I7CdmSazEOUn8HEJmEPnq7iMuVf8kJF+7fbjsw9eoNcaRX3Vcr9rnDnpVDDtt9oa2JDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T09:08:13.692007Z"},"content_sha256":"97a9b2bb240db8697802ff67431722d7c69353a17a4c4b06db7d3df3c715ce29","schema_version":"1.0","event_id":"sha256:97a9b2bb240db8697802ff67431722d7c69353a17a4c4b06db7d3df3c715ce29"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DFNHO3R7CGLJWNTXKXTBYQR4AE/bundle.json","state_url":"https://pith.science/pith/DFNHO3R7CGLJWNTXKXTBYQR4AE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DFNHO3R7CGLJWNTXKXTBYQR4AE/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-08T09:08:13Z","links":{"resolver":"https://pith.science/pith/DFNHO3R7CGLJWNTXKXTBYQR4AE","bundle":"https://pith.science/pith/DFNHO3R7CGLJWNTXKXTBYQR4AE/bundle.json","state":"https://pith.science/pith/DFNHO3R7CGLJWNTXKXTBYQR4AE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DFNHO3R7CGLJWNTXKXTBYQR4AE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:DFNHO3R7CGLJWNTXKXTBYQR4AE","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"17649a63359e99050f2d4ae74146c7d3aa0d38d66762bdb4855d85cfe414968b","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-02-17T13:42:12Z","title_canon_sha256":"aaa62aa5a1b9aa905645d3af470ecdbb7a44515025621770a2059690d320b393"},"schema_version":"1.0","source":{"id":"2502.11799","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.11799","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"arxiv_version","alias_value":"2502.11799v3","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.11799","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"pith_short_12","alias_value":"DFNHO3R7CGLJ","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"pith_short_16","alias_value":"DFNHO3R7CGLJWNTX","created_at":"2026-07-05T11:08:16Z"},{"alias_kind":"pith_short_8","alias_value":"DFNHO3R7","created_at":"2026-07-05T11:08:16Z"}],"graph_snapshots":[{"event_id":"sha256:97a9b2bb240db8697802ff67431722d7c69353a17a4c4b06db7d3df3c715ce29","target":"graph","created_at":"2026-07-05T11:08:16Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2502.11799/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite the remarkable capabilities of large language models (LLMs) in various reasoning tasks, they still struggle with table reasoning tasks, particularly in maintaining consistency throughout multi-step reasoning processes. While existing approaches have explored various decomposition strategies, they often lack effective mechanisms to identify and correct errors in intermediate reasoning steps, leading to cascading error propagation. To address these issues, we propose Table-Critic, a novel multi-agent framework that facilitates collaborative criticism and iterative refinement of the reaso","authors_text":"Guoxin Chen, Jingjing Wang, Peiying Yu","cross_cats":["cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-02-17T13:42:12Z","title":"Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.11799","kind":"arxiv","version":3},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:7a353e9b9849b8b2bd692240ce837ee4d27c0b7c9628f331cff9fc40c23cd69b","target":"record","created_at":"2026-07-05T11:08:16Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"17649a63359e99050f2d4ae74146c7d3aa0d38d66762bdb4855d85cfe414968b","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-02-17T13:42:12Z","title_canon_sha256":"aaa62aa5a1b9aa905645d3af470ecdbb7a44515025621770a2059690d320b393"},"schema_version":"1.0","source":{"id":"2502.11799","kind":"arxiv","version":3}},"canonical_sha256":"195a776e3f11969b367755e61c423c013c220356463daea84a49522bb8fd82c1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"195a776e3f11969b367755e61c423c013c220356463daea84a49522bb8fd82c1","first_computed_at":"2026-07-05T11:08:16.707687Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:08:16.707687Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cVP1dh2gl3YQyq063pVr/LaZNuzT+BPC0k9TQxOMoVVDMjGE8W68gvBxqZKMiNxk8Q2yWglQAWuy24Pod1uQCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:08:16.708262Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.11799","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7a353e9b9849b8b2bd692240ce837ee4d27c0b7c9628f331cff9fc40c23cd69b","sha256:97a9b2bb240db8697802ff67431722d7c69353a17a4c4b06db7d3df3c715ce29"],"state_sha256":"6be955f9e3246e824a3c6698afb8ddedd9910900bab0c32ff551009e08c893fc"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gys2yq8QPiGLPgYWPIa/88WeS70ycFzRizjyKPPfcybTjvu5ygr+wljs6N8haozWRuc3rSFYAnnfRmwvXpI4DA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T09:08:13.695195Z","bundle_sha256":"9937139628683fac01c17865cc89321928ba34e7a80107ca89c52d4683e91810"}}