{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:YDC7UO7NI7LH6QJXW77YFIJNGX","short_pith_number":"pith:YDC7UO7N","canonical_record":{"source":{"id":"2312.15548","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-12-24T21:33:03Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"411b88b53573ac8799de7e4d3f53c0e8a30d7d392a82fb1fab5560cd28638201","abstract_canon_sha256":"2a0dc58e8c0b7100694eb9d1986f67b16b12e36eb4b0e79717a4c8351736b040"},"schema_version":"1.0"},"canonical_sha256":"c0c5fa3bed47d67f4137b7ff82a12d35c0d60f1cfcab073c938f049997216701","source":{"kind":"arxiv","id":"2312.15548","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.15548","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"arxiv_version","alias_value":"2312.15548v3","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.15548","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"pith_short_12","alias_value":"YDC7UO7NI7LH","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"pith_short_16","alias_value":"YDC7UO7NI7LH6QJX","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"pith_short_8","alias_value":"YDC7UO7N","created_at":"2026-07-05T08:03:29Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:YDC7UO7NI7LH6QJXW77YFIJNGX","target":"record","payload":{"canonical_record":{"source":{"id":"2312.15548","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-12-24T21:33:03Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"411b88b53573ac8799de7e4d3f53c0e8a30d7d392a82fb1fab5560cd28638201","abstract_canon_sha256":"2a0dc58e8c0b7100694eb9d1986f67b16b12e36eb4b0e79717a4c8351736b040"},"schema_version":"1.0"},"canonical_sha256":"c0c5fa3bed47d67f4137b7ff82a12d35c0d60f1cfcab073c938f049997216701","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:03:29.079553Z","signature_b64":"Ec1ocq816+oYz1ZQF0+omCxVh6Anl9dTB7sUlfS0cR6hEATlNxMEhlhDg3NSVIp3Xhhog36Yi6v4XiLkdh0JCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c0c5fa3bed47d67f4137b7ff82a12d35c0d60f1cfcab073c938f049997216701","last_reissued_at":"2026-07-05T08:03:29.079076Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:03:29.079076Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2312.15548","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":"2026-07-05T08:03:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"B5MkRCQMiD0VnD0mZfzsaPjwVTxrvr0Li63VXni372TLkY1gvpa5qmPTYlGOMIK1Iie0DD3Giyt2iqfFAAgNBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T21:18:32.967078Z"},"content_sha256":"c3aabbd0bfa0bba18d597d760241ca9c41b93eabbdd6b1dd2f4bbc2ccd4faa37","schema_version":"1.0","event_id":"sha256:c3aabbd0bfa0bba18d597d760241ca9c41b93eabbdd6b1dd2f4bbc2ccd4faa37"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:YDC7UO7NI7LH6QJXW77YFIJNGX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"YAYI-UIE: A Chat-Enhanced Instruction Tuning Framework for Universal Information Extraction","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Daniel Zeng, Hanxuan Yang, Lei Wang, Minzheng Wang, Nan Xu, Wenji Mao, Xinglin Xiao, Yijie Wang, Yin Luo, Yuqi Wang","submitted_at":"2023-12-24T21:33:03Z","abstract_excerpt":"The difficulty of the information extraction task lies in dealing with the task-specific label schemas and heterogeneous data structures. Recent work has proposed methods based on large language models to uniformly model different information extraction tasks. However, these existing methods are deficient in their information extraction capabilities for Chinese languages other than English. In this paper, we propose an end-to-end chat-enhanced instruction tuning framework for universal information extraction (YAYI-UIE), which supports both Chinese and English. Specifically, we utilize dialogue"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.15548","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/2312.15548/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":"2026-07-05T08:03:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qiI6OphvBjl5OyH7KeY5zKn7SiAsBCQBHmXXousfWx0Y8ht3UvRX4BjfhJjFgBN+YgBMt8ileDHwUCCKxug/Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T21:18:32.967652Z"},"content_sha256":"1551498ae9b0b1486708dd40b4f086ff91d4228b69aa12c00170b7c269f282ad","schema_version":"1.0","event_id":"sha256:1551498ae9b0b1486708dd40b4f086ff91d4228b69aa12c00170b7c269f282ad"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/YDC7UO7NI7LH6QJXW77YFIJNGX/bundle.json","state_url":"https://pith.science/pith/YDC7UO7NI7LH6QJXW77YFIJNGX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/YDC7UO7NI7LH6QJXW77YFIJNGX/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":"2026-08-19T21:18:32Z","links":{"resolver":"https://pith.science/pith/YDC7UO7NI7LH6QJXW77YFIJNGX","bundle":"https://pith.science/pith/YDC7UO7NI7LH6QJXW77YFIJNGX/bundle.json","state":"https://pith.science/pith/YDC7UO7NI7LH6QJXW77YFIJNGX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/YDC7UO7NI7LH6QJXW77YFIJNGX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:YDC7UO7NI7LH6QJXW77YFIJNGX","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":"2a0dc58e8c0b7100694eb9d1986f67b16b12e36eb4b0e79717a4c8351736b040","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-12-24T21:33:03Z","title_canon_sha256":"411b88b53573ac8799de7e4d3f53c0e8a30d7d392a82fb1fab5560cd28638201"},"schema_version":"1.0","source":{"id":"2312.15548","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.15548","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"arxiv_version","alias_value":"2312.15548v3","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.15548","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"pith_short_12","alias_value":"YDC7UO7NI7LH","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"pith_short_16","alias_value":"YDC7UO7NI7LH6QJX","created_at":"2026-07-05T08:03:29Z"},{"alias_kind":"pith_short_8","alias_value":"YDC7UO7N","created_at":"2026-07-05T08:03:29Z"}],"graph_snapshots":[{"event_id":"sha256:1551498ae9b0b1486708dd40b4f086ff91d4228b69aa12c00170b7c269f282ad","target":"graph","created_at":"2026-07-05T08:03:29Z","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/2312.15548/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The difficulty of the information extraction task lies in dealing with the task-specific label schemas and heterogeneous data structures. Recent work has proposed methods based on large language models to uniformly model different information extraction tasks. However, these existing methods are deficient in their information extraction capabilities for Chinese languages other than English. In this paper, we propose an end-to-end chat-enhanced instruction tuning framework for universal information extraction (YAYI-UIE), which supports both Chinese and English. Specifically, we utilize dialogue","authors_text":"Daniel Zeng, Hanxuan Yang, Lei Wang, Minzheng Wang, Nan Xu, Wenji Mao, Xinglin Xiao, Yijie Wang, Yin Luo, Yuqi Wang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-12-24T21:33:03Z","title":"YAYI-UIE: A Chat-Enhanced Instruction Tuning Framework for Universal Information Extraction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.15548","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:c3aabbd0bfa0bba18d597d760241ca9c41b93eabbdd6b1dd2f4bbc2ccd4faa37","target":"record","created_at":"2026-07-05T08:03:29Z","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":"2a0dc58e8c0b7100694eb9d1986f67b16b12e36eb4b0e79717a4c8351736b040","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-12-24T21:33:03Z","title_canon_sha256":"411b88b53573ac8799de7e4d3f53c0e8a30d7d392a82fb1fab5560cd28638201"},"schema_version":"1.0","source":{"id":"2312.15548","kind":"arxiv","version":3}},"canonical_sha256":"c0c5fa3bed47d67f4137b7ff82a12d35c0d60f1cfcab073c938f049997216701","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c0c5fa3bed47d67f4137b7ff82a12d35c0d60f1cfcab073c938f049997216701","first_computed_at":"2026-07-05T08:03:29.079076Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:03:29.079076Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ec1ocq816+oYz1ZQF0+omCxVh6Anl9dTB7sUlfS0cR6hEATlNxMEhlhDg3NSVIp3Xhhog36Yi6v4XiLkdh0JCA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:03:29.079553Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.15548","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c3aabbd0bfa0bba18d597d760241ca9c41b93eabbdd6b1dd2f4bbc2ccd4faa37","sha256:1551498ae9b0b1486708dd40b4f086ff91d4228b69aa12c00170b7c269f282ad"],"state_sha256":"8f913bfbd460112295e6171be6dcfed3d09385bd35733dfb013b4ad2b66f24b2"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2uYPQNkvVhMLmErmQWwCpsrlFGZUCyk8VFa7tnU1hST3fPM3VqDlJPeV4EZ7d+5EHD+paSIHQACbCmMZX6H8Cg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T21:18:32.971951Z","bundle_sha256":"e78f7932b63227d87acda2167e1d6ee04bc047b0b8b0244d58cc6d477f35c9c8"}}