{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:BAX4XQGUNQGHDLAQIH6X4MGIMI","short_pith_number":"pith:BAX4XQGU","canonical_record":{"source":{"id":"2310.13774","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-20T19:17:22Z","cross_cats_sorted":[],"title_canon_sha256":"a9ccd83846239af36d6764ba4f9e71d5df8acbe79411b92734cf27ea44abae96","abstract_canon_sha256":"95d67c41ddf02642011b901ce3a0015298784a95df144dba7437d3c5ca0aa5e4"},"schema_version":"1.0"},"canonical_sha256":"082fcbc0d46c0c71ac1041fd7e30c86233f5e6176c26a14e99b584c1123327b0","source":{"kind":"arxiv","id":"2310.13774","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.13774","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"arxiv_version","alias_value":"2310.13774v1","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.13774","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"pith_short_12","alias_value":"BAX4XQGUNQGH","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"pith_short_16","alias_value":"BAX4XQGUNQGHDLAQ","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"pith_short_8","alias_value":"BAX4XQGU","created_at":"2026-07-05T07:03:34Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:BAX4XQGUNQGHDLAQIH6X4MGIMI","target":"record","payload":{"canonical_record":{"source":{"id":"2310.13774","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-20T19:17:22Z","cross_cats_sorted":[],"title_canon_sha256":"a9ccd83846239af36d6764ba4f9e71d5df8acbe79411b92734cf27ea44abae96","abstract_canon_sha256":"95d67c41ddf02642011b901ce3a0015298784a95df144dba7437d3c5ca0aa5e4"},"schema_version":"1.0"},"canonical_sha256":"082fcbc0d46c0c71ac1041fd7e30c86233f5e6176c26a14e99b584c1123327b0","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:03:34.521239Z","signature_b64":"2U0TztVgZ2H/9OvAogKl9cPJa7PnVilmp9Td+I+cKMyiZzFG9+D6ZG7lyuozk3IHM8UQfJQ1vXH+EfAvvD0zCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"082fcbc0d46c0c71ac1041fd7e30c86233f5e6176c26a14e99b584c1123327b0","last_reissued_at":"2026-07-05T07:03:34.520833Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:03:34.520833Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2310.13774","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":"2026-07-05T07:03:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Jp9WBnC6WuRNt5p+FGRvyLeJYsV2j9nGETkfrLtt1ehJV3oEMIiUy1fu+morvXGxJQqEY6BhgqgVYUVj10N6Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-13T13:58:43.916817Z"},"content_sha256":"ef3607b57ce33d31fe2eaaec5bfaed771ed2ec64c9ee986e8d4f3561969e49b4","schema_version":"1.0","event_id":"sha256:ef3607b57ce33d31fe2eaaec5bfaed771ed2ec64c9ee986e8d4f3561969e49b4"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:BAX4XQGUNQGHDLAQIH6X4MGIMI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Seq2seq is All You Need for Coreference Resolution","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Karl Stratos, Sam Wiseman, Wenzheng Zhang","submitted_at":"2023-10-20T19:17:22Z","abstract_excerpt":"Existing works on coreference resolution suggest that task-specific models are necessary to achieve state-of-the-art performance. In this work, we present compelling evidence that such models are not necessary. We finetune a pretrained seq2seq transformer to map an input document to a tagged sequence encoding the coreference annotation. Despite the extreme simplicity, our model outperforms or closely matches the best coreference systems in the literature on an array of datasets. We also propose an especially simple seq2seq approach that generates only tagged spans rather than the spans interle"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.13774","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/2310.13774/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":"2026-07-05T07:03:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zScJW9g/7UBfcKz1m7sjh2Twp8dkCsyZUbfkoesujXyueA2Wj8QbT3VzvEOZrcvgviygq5bNUnQAIK65XCkXDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-13T13:58:43.917181Z"},"content_sha256":"ef81733159e7e94b80caeeede6726667eb83512762c1e63f6ec254e1d5a5dcbb","schema_version":"1.0","event_id":"sha256:ef81733159e7e94b80caeeede6726667eb83512762c1e63f6ec254e1d5a5dcbb"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/BAX4XQGUNQGHDLAQIH6X4MGIMI/bundle.json","state_url":"https://pith.science/pith/BAX4XQGUNQGHDLAQIH6X4MGIMI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/BAX4XQGUNQGHDLAQIH6X4MGIMI/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":"2026-07-13T13:58:43Z","links":{"resolver":"https://pith.science/pith/BAX4XQGUNQGHDLAQIH6X4MGIMI","bundle":"https://pith.science/pith/BAX4XQGUNQGHDLAQIH6X4MGIMI/bundle.json","state":"https://pith.science/pith/BAX4XQGUNQGHDLAQIH6X4MGIMI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/BAX4XQGUNQGHDLAQIH6X4MGIMI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:BAX4XQGUNQGHDLAQIH6X4MGIMI","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":"95d67c41ddf02642011b901ce3a0015298784a95df144dba7437d3c5ca0aa5e4","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-20T19:17:22Z","title_canon_sha256":"a9ccd83846239af36d6764ba4f9e71d5df8acbe79411b92734cf27ea44abae96"},"schema_version":"1.0","source":{"id":"2310.13774","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.13774","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"arxiv_version","alias_value":"2310.13774v1","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.13774","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"pith_short_12","alias_value":"BAX4XQGUNQGH","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"pith_short_16","alias_value":"BAX4XQGUNQGHDLAQ","created_at":"2026-07-05T07:03:34Z"},{"alias_kind":"pith_short_8","alias_value":"BAX4XQGU","created_at":"2026-07-05T07:03:34Z"}],"graph_snapshots":[{"event_id":"sha256:ef81733159e7e94b80caeeede6726667eb83512762c1e63f6ec254e1d5a5dcbb","target":"graph","created_at":"2026-07-05T07:03:34Z","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/2310.13774/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Existing works on coreference resolution suggest that task-specific models are necessary to achieve state-of-the-art performance. In this work, we present compelling evidence that such models are not necessary. We finetune a pretrained seq2seq transformer to map an input document to a tagged sequence encoding the coreference annotation. Despite the extreme simplicity, our model outperforms or closely matches the best coreference systems in the literature on an array of datasets. We also propose an especially simple seq2seq approach that generates only tagged spans rather than the spans interle","authors_text":"Karl Stratos, Sam Wiseman, Wenzheng Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-20T19:17:22Z","title":"Seq2seq is All You Need for Coreference Resolution"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.13774","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:ef3607b57ce33d31fe2eaaec5bfaed771ed2ec64c9ee986e8d4f3561969e49b4","target":"record","created_at":"2026-07-05T07:03:34Z","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":"95d67c41ddf02642011b901ce3a0015298784a95df144dba7437d3c5ca0aa5e4","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-20T19:17:22Z","title_canon_sha256":"a9ccd83846239af36d6764ba4f9e71d5df8acbe79411b92734cf27ea44abae96"},"schema_version":"1.0","source":{"id":"2310.13774","kind":"arxiv","version":1}},"canonical_sha256":"082fcbc0d46c0c71ac1041fd7e30c86233f5e6176c26a14e99b584c1123327b0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"082fcbc0d46c0c71ac1041fd7e30c86233f5e6176c26a14e99b584c1123327b0","first_computed_at":"2026-07-05T07:03:34.520833Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:03:34.520833Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2U0TztVgZ2H/9OvAogKl9cPJa7PnVilmp9Td+I+cKMyiZzFG9+D6ZG7lyuozk3IHM8UQfJQ1vXH+EfAvvD0zCg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:03:34.521239Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.13774","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ef3607b57ce33d31fe2eaaec5bfaed771ed2ec64c9ee986e8d4f3561969e49b4","sha256:ef81733159e7e94b80caeeede6726667eb83512762c1e63f6ec254e1d5a5dcbb"],"state_sha256":"234739212f43bbacae313730b0cfbc419e24ed71555973b392ae7a3320af778c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"9g8jFj0jV9Q1l+q7CJHW7zeU6sgAqUGhi03USU6UlV1xh1KSxAgG/ReRJ9ywKDZri5MTb9guDTPgUJJx/c7RDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-13T13:58:43.920040Z","bundle_sha256":"8946897a73065dbfa996f8215007c5b1ef0b9f30a3cf92ca398a394f9e2d0c15"}}