{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:HT4E3YGN2RNFR6FGZ47RQLYAJ5","short_pith_number":"pith:HT4E3YGN","canonical_record":{"source":{"id":"2503.12029","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-03-15T07:30:37Z","cross_cats_sorted":[],"title_canon_sha256":"772da0d0498a4d923ac587fc7555de4931c119f84f20d41b4a7fc77390e6060b","abstract_canon_sha256":"96e84e6dd999e9b8898ca7c4b5c93e1cff158281efb58fd9ef063e394faa5b72"},"schema_version":"1.0"},"canonical_sha256":"3cf84de0cdd45a58f8a6cf3f182f004f6b80d269be8c89005456293564607fa2","source":{"kind":"arxiv","id":"2503.12029","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.12029","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"arxiv_version","alias_value":"2503.12029v1","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.12029","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"pith_short_12","alias_value":"HT4E3YGN2RNF","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"pith_short_16","alias_value":"HT4E3YGN2RNFR6FG","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"pith_short_8","alias_value":"HT4E3YGN","created_at":"2026-07-05T10:32:03Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:HT4E3YGN2RNFR6FGZ47RQLYAJ5","target":"record","payload":{"canonical_record":{"source":{"id":"2503.12029","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-03-15T07:30:37Z","cross_cats_sorted":[],"title_canon_sha256":"772da0d0498a4d923ac587fc7555de4931c119f84f20d41b4a7fc77390e6060b","abstract_canon_sha256":"96e84e6dd999e9b8898ca7c4b5c93e1cff158281efb58fd9ef063e394faa5b72"},"schema_version":"1.0"},"canonical_sha256":"3cf84de0cdd45a58f8a6cf3f182f004f6b80d269be8c89005456293564607fa2","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:32:03.840591Z","signature_b64":"VaR4Jbtut9iQneohUtDNIa3b9tjdCybH3/mcA2WiVFmwFhudJsnpqXdxBB6PHVKoQFrOdIVYGpWOkJ5ivOTjAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3cf84de0cdd45a58f8a6cf3f182f004f6b80d269be8c89005456293564607fa2","last_reissued_at":"2026-07-05T10:32:03.839955Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:32:03.839955Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.12029","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:32:03Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"s2PqdL2meOgSZ+fwh5vGDP1CbJogcln6HQWD7B92p3b/w0SgwHsKXIVjEr3L68o4nbVOfBJfcG+z+J2q/cMTBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T05:43:02.218772Z"},"content_sha256":"308dc88b0397c26f086d03e8c5c9c7f35e064f60bb6c95e93bb17228bf90d532","schema_version":"1.0","event_id":"sha256:308dc88b0397c26f086d03e8c5c9c7f35e064f60bb6c95e93bb17228bf90d532"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:HT4E3YGN2RNFR6FGZ47RQLYAJ5","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Is Multi-Agent Debate (MAD) the Silver Bullet? An Empirical Analysis of MAD in Code Summarization and Translation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Iftekhar Ahmed, Jiawei Li, Jina Chun, Qihong Chen","submitted_at":"2025-03-15T07:30:37Z","abstract_excerpt":"Large Language Models (LLMs) have advanced autonomous agents' planning and decision-making, yet they struggle with complex tasks requiring diverse expertise and multi-step reasoning. Multi-Agent Debate (MAD) systems, introduced in NLP research, address this gap by enabling structured debates among LLM-based agents to refine solutions iteratively. MAD promotes divergent thinking through role-specific agents, dynamic interactions, and structured decision-making. Recognizing parallels between Software Engineering (SE) and collaborative human problem-solving, this study investigates MAD's effectiv"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.12029","kind":"arxiv","version":1},"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/2503.12029/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":"2026-07-05T10:32:03Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ukZxcDNGF30jIBGR9ZesShMAhEpUuqZKFXK+YwH1BQ5JnkUoysRorLjaiPczFyxQ0h+L5ydNv40suOuKvEgWAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T05:43:02.219518Z"},"content_sha256":"74383f66fdc4d2467d4ebaccca1c59fe036b46a9baab4082b909f286804bb989","schema_version":"1.0","event_id":"sha256:74383f66fdc4d2467d4ebaccca1c59fe036b46a9baab4082b909f286804bb989"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/HT4E3YGN2RNFR6FGZ47RQLYAJ5/bundle.json","state_url":"https://pith.science/pith/HT4E3YGN2RNFR6FGZ47RQLYAJ5/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/HT4E3YGN2RNFR6FGZ47RQLYAJ5/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":"2026-07-09T05:43:02Z","links":{"resolver":"https://pith.science/pith/HT4E3YGN2RNFR6FGZ47RQLYAJ5","bundle":"https://pith.science/pith/HT4E3YGN2RNFR6FGZ47RQLYAJ5/bundle.json","state":"https://pith.science/pith/HT4E3YGN2RNFR6FGZ47RQLYAJ5/state.json","well_known_bundle":"https://pith.science/.well-known/pith/HT4E3YGN2RNFR6FGZ47RQLYAJ5/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:HT4E3YGN2RNFR6FGZ47RQLYAJ5","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":"96e84e6dd999e9b8898ca7c4b5c93e1cff158281efb58fd9ef063e394faa5b72","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-03-15T07:30:37Z","title_canon_sha256":"772da0d0498a4d923ac587fc7555de4931c119f84f20d41b4a7fc77390e6060b"},"schema_version":"1.0","source":{"id":"2503.12029","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.12029","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"arxiv_version","alias_value":"2503.12029v1","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.12029","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"pith_short_12","alias_value":"HT4E3YGN2RNF","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"pith_short_16","alias_value":"HT4E3YGN2RNFR6FG","created_at":"2026-07-05T10:32:03Z"},{"alias_kind":"pith_short_8","alias_value":"HT4E3YGN","created_at":"2026-07-05T10:32:03Z"}],"graph_snapshots":[{"event_id":"sha256:74383f66fdc4d2467d4ebaccca1c59fe036b46a9baab4082b909f286804bb989","target":"graph","created_at":"2026-07-05T10:32:03Z","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/2503.12029/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) have advanced autonomous agents' planning and decision-making, yet they struggle with complex tasks requiring diverse expertise and multi-step reasoning. Multi-Agent Debate (MAD) systems, introduced in NLP research, address this gap by enabling structured debates among LLM-based agents to refine solutions iteratively. MAD promotes divergent thinking through role-specific agents, dynamic interactions, and structured decision-making. Recognizing parallels between Software Engineering (SE) and collaborative human problem-solving, this study investigates MAD's effectiv","authors_text":"Iftekhar Ahmed, Jiawei Li, Jina Chun, Qihong Chen","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-03-15T07:30:37Z","title":"Is Multi-Agent Debate (MAD) the Silver Bullet? An Empirical Analysis of MAD in Code Summarization and Translation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.12029","kind":"arxiv","version":1},"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":"sha256:308dc88b0397c26f086d03e8c5c9c7f35e064f60bb6c95e93bb17228bf90d532","target":"record","created_at":"2026-07-05T10:32:03Z","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":"96e84e6dd999e9b8898ca7c4b5c93e1cff158281efb58fd9ef063e394faa5b72","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-03-15T07:30:37Z","title_canon_sha256":"772da0d0498a4d923ac587fc7555de4931c119f84f20d41b4a7fc77390e6060b"},"schema_version":"1.0","source":{"id":"2503.12029","kind":"arxiv","version":1}},"canonical_sha256":"3cf84de0cdd45a58f8a6cf3f182f004f6b80d269be8c89005456293564607fa2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3cf84de0cdd45a58f8a6cf3f182f004f6b80d269be8c89005456293564607fa2","first_computed_at":"2026-07-05T10:32:03.839955Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:32:03.839955Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VaR4Jbtut9iQneohUtDNIa3b9tjdCybH3/mcA2WiVFmwFhudJsnpqXdxBB6PHVKoQFrOdIVYGpWOkJ5ivOTjAw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:32:03.840591Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.12029","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:308dc88b0397c26f086d03e8c5c9c7f35e064f60bb6c95e93bb17228bf90d532","sha256:74383f66fdc4d2467d4ebaccca1c59fe036b46a9baab4082b909f286804bb989"],"state_sha256":"d0ac2b94ef5d53963c68470c1dc30706b44d6bc37d24f77f67c3cfcc968409c5"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Z/1eBaBYMBJVxS8uZ0odZdBoAPzJmMg7x97OK/C3Z4s4+aNdL3Y4/DICf8qXd2+0A4BPS770eWJH0mAMwKEnDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-09T05:43:02.223354Z","bundle_sha256":"b2eac5b5ebf699284b694e57fb6340d0a8c190c726843f2c93d7536c9b1455eb"}}