{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:QAKPVESQYKQUZHPSMZILQM7KT2","short_pith_number":"pith:QAKPVESQ","canonical_record":{"source":{"id":"2501.00803","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T11:02:08Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"4e9d3bfd500a9ca0bb94d7bc37ef8d5845c1535074a703ce94a517a817a84f18","abstract_canon_sha256":"501f4f2cb559abf828ac58c75f0de96624f2ea4acd08ec4686556a88478dc42f"},"schema_version":"1.0"},"canonical_sha256":"8014fa9250c2a14c9df26650b833ea9eb6771618dd41cc41d63349de2866e14b","source":{"kind":"arxiv","id":"2501.00803","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.00803","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"arxiv_version","alias_value":"2501.00803v1","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.00803","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"pith_short_12","alias_value":"QAKPVESQYKQU","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"pith_short_16","alias_value":"QAKPVESQYKQUZHPS","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"pith_short_8","alias_value":"QAKPVESQ","created_at":"2026-07-05T09:56:10Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:QAKPVESQYKQUZHPSMZILQM7KT2","target":"record","payload":{"canonical_record":{"source":{"id":"2501.00803","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T11:02:08Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"4e9d3bfd500a9ca0bb94d7bc37ef8d5845c1535074a703ce94a517a817a84f18","abstract_canon_sha256":"501f4f2cb559abf828ac58c75f0de96624f2ea4acd08ec4686556a88478dc42f"},"schema_version":"1.0"},"canonical_sha256":"8014fa9250c2a14c9df26650b833ea9eb6771618dd41cc41d63349de2866e14b","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:56:10.492380Z","signature_b64":"aJm3NS+Z7wi1Nd0e6chl+0eFM6zG1wxjrf0NAvFb0qmTw4PXPI77nCB+WhOcs/lZPv/MqtGAamHAo9k7jFGLBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"8014fa9250c2a14c9df26650b833ea9eb6771618dd41cc41d63349de2866e14b","last_reissued_at":"2026-07-05T09:56:10.491944Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:56:10.491944Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.00803","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":"2026-07-05T09:56:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"si2PrAedNeQ4TYSkELD2zru7qD1wNAAJ1DmKHBoMbnJWuowfuYwniQz2Og0ZFXyRVEicP8bMB76QWY5uppHvBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T11:22:23.955513Z"},"content_sha256":"804c070d2ba5b4c1701edcb912446d92eaf61b553c795b7bdb94799e72408f4d","schema_version":"1.0","event_id":"sha256:804c070d2ba5b4c1701edcb912446d92eaf61b553c795b7bdb94799e72408f4d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:QAKPVESQYKQUZHPSMZILQM7KT2","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Reasoning-Oriented and Analogy-Based Methods for Locating and Editing in Zero-Shot Event-Relational Reasoning","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Haiming Wu, Hongbin Lu, Jingyao Tang, Lishuang Li, Liteng Mi","submitted_at":"2025-01-01T11:02:08Z","abstract_excerpt":"Zero-shot event-relational reasoning is an important task in natural language processing, and existing methods jointly learn a variety of event-relational prefixes and inference-form prefixes to achieve such tasks. However, training prefixes consumes large computational resources and lacks interpretability. Additionally, learning various relational and inferential knowledge inefficiently exploits the connections between tasks. Therefore, we first propose a method for Reasoning-Oriented Locating and Editing (ROLE), which locates and edits the key modules of the language model for reasoning abou"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.00803","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/2501.00803/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":"2026-07-05T09:56:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KGf4N/LVZd3S5fsFIO9usjOERO+ulPmrEvotrX/MLAl/5mo8KDsXnXa+gpqA66eYHgVnmyYDYUq3jw+C+Li+Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T11:22:23.955893Z"},"content_sha256":"75f4442841948b5f97f906e709b6298ecc79c21db2e2b14286d06d0ea92bcd51","schema_version":"1.0","event_id":"sha256:75f4442841948b5f97f906e709b6298ecc79c21db2e2b14286d06d0ea92bcd51"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QAKPVESQYKQUZHPSMZILQM7KT2/bundle.json","state_url":"https://pith.science/pith/QAKPVESQYKQUZHPSMZILQM7KT2/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QAKPVESQYKQUZHPSMZILQM7KT2/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":"2026-08-18T11:22:23Z","links":{"resolver":"https://pith.science/pith/QAKPVESQYKQUZHPSMZILQM7KT2","bundle":"https://pith.science/pith/QAKPVESQYKQUZHPSMZILQM7KT2/bundle.json","state":"https://pith.science/pith/QAKPVESQYKQUZHPSMZILQM7KT2/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QAKPVESQYKQUZHPSMZILQM7KT2/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:QAKPVESQYKQUZHPSMZILQM7KT2","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":"501f4f2cb559abf828ac58c75f0de96624f2ea4acd08ec4686556a88478dc42f","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T11:02:08Z","title_canon_sha256":"4e9d3bfd500a9ca0bb94d7bc37ef8d5845c1535074a703ce94a517a817a84f18"},"schema_version":"1.0","source":{"id":"2501.00803","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.00803","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"arxiv_version","alias_value":"2501.00803v1","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.00803","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"pith_short_12","alias_value":"QAKPVESQYKQU","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"pith_short_16","alias_value":"QAKPVESQYKQUZHPS","created_at":"2026-07-05T09:56:10Z"},{"alias_kind":"pith_short_8","alias_value":"QAKPVESQ","created_at":"2026-07-05T09:56:10Z"}],"graph_snapshots":[{"event_id":"sha256:75f4442841948b5f97f906e709b6298ecc79c21db2e2b14286d06d0ea92bcd51","target":"graph","created_at":"2026-07-05T09:56:10Z","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/2501.00803/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Zero-shot event-relational reasoning is an important task in natural language processing, and existing methods jointly learn a variety of event-relational prefixes and inference-form prefixes to achieve such tasks. However, training prefixes consumes large computational resources and lacks interpretability. Additionally, learning various relational and inferential knowledge inefficiently exploits the connections between tasks. Therefore, we first propose a method for Reasoning-Oriented Locating and Editing (ROLE), which locates and edits the key modules of the language model for reasoning abou","authors_text":"Haiming Wu, Hongbin Lu, Jingyao Tang, Lishuang Li, Liteng Mi","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T11:02:08Z","title":"Reasoning-Oriented and Analogy-Based Methods for Locating and Editing in Zero-Shot Event-Relational Reasoning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.00803","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":"sha256:804c070d2ba5b4c1701edcb912446d92eaf61b553c795b7bdb94799e72408f4d","target":"record","created_at":"2026-07-05T09:56:10Z","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":"501f4f2cb559abf828ac58c75f0de96624f2ea4acd08ec4686556a88478dc42f","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-01T11:02:08Z","title_canon_sha256":"4e9d3bfd500a9ca0bb94d7bc37ef8d5845c1535074a703ce94a517a817a84f18"},"schema_version":"1.0","source":{"id":"2501.00803","kind":"arxiv","version":1}},"canonical_sha256":"8014fa9250c2a14c9df26650b833ea9eb6771618dd41cc41d63349de2866e14b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8014fa9250c2a14c9df26650b833ea9eb6771618dd41cc41d63349de2866e14b","first_computed_at":"2026-07-05T09:56:10.491944Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:56:10.491944Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aJm3NS+Z7wi1Nd0e6chl+0eFM6zG1wxjrf0NAvFb0qmTw4PXPI77nCB+WhOcs/lZPv/MqtGAamHAo9k7jFGLBg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:56:10.492380Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.00803","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:804c070d2ba5b4c1701edcb912446d92eaf61b553c795b7bdb94799e72408f4d","sha256:75f4442841948b5f97f906e709b6298ecc79c21db2e2b14286d06d0ea92bcd51"],"state_sha256":"a9cab8942099afc31a2b28de84b747c023b3ed7d32db03495e49391feefc0555"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2Sigkcsupvcxt4xe5SmJdnILKO6ObKFpw3pYyJnQ6p98uEoHtQ5OWBuDBI4L1KLrwMRBQZgYbuCTulMixGApBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T11:22:23.958517Z","bundle_sha256":"e3b8ca53a75ffce905453f205da0b39b135562fe2ff0bc92e9ab4178752002a9"}}