{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:HOPYYZU4FLR22ZHYGOZG52EWLH","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":"70b593e9c6131001510a68abbf14ed94dceb272056beba7210c11507a92fa7a9","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2015-11-30T16:32:58Z","title_canon_sha256":"c4e22e31170ca398965cf1624d4ad7b480297ab04477523706cdac18458248c3"},"schema_version":"1.0","source":{"id":"1511.09376","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1511.09376","created_at":"2026-05-18T01:25:40Z"},{"alias_kind":"arxiv_version","alias_value":"1511.09376v1","created_at":"2026-05-18T01:25:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1511.09376","created_at":"2026-05-18T01:25:40Z"},{"alias_kind":"pith_short_12","alias_value":"HOPYYZU4FLR2","created_at":"2026-05-18T12:29:25Z"},{"alias_kind":"pith_short_16","alias_value":"HOPYYZU4FLR22ZHY","created_at":"2026-05-18T12:29:25Z"},{"alias_kind":"pith_short_8","alias_value":"HOPYYZU4","created_at":"2026-05-18T12:29:25Z"}],"graph_snapshots":[{"event_id":"sha256:19d8f67138e13bb92427170253590832f1a992dafcbee7c08985151553004b3f","target":"graph","created_at":"2026-05-18T01:25:40Z","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"},"paper":{"abstract_excerpt":"Studying characters plays a vital role in computationally representing and interpreting narratives. Unlike previous work, which has focused on inferring character roles, we focus on the problem of modeling their relationships. Rather than assuming a fixed relationship for a character pair, we hypothesize that relationships are dynamic and temporally evolve with the progress of the narrative, and formulate the problem of relationship modeling as a structured prediction problem. We propose a semi-supervised framework to learn relationship sequences from fully as well as partially labeled data. W","authors_text":"Chris Dyer, Hal Daume III, Shashank Srivastava, Snigdha Chaturvedi","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2015-11-30T16:32:58Z","title":"Modeling Dynamic Relationships Between Characters in Literary Novels"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1511.09376","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:ddbb6255bff9ef1b1f049aa5dd06b2b7523dac9457336dd322e992398bae1715","target":"record","created_at":"2026-05-18T01:25:40Z","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":"70b593e9c6131001510a68abbf14ed94dceb272056beba7210c11507a92fa7a9","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2015-11-30T16:32:58Z","title_canon_sha256":"c4e22e31170ca398965cf1624d4ad7b480297ab04477523706cdac18458248c3"},"schema_version":"1.0","source":{"id":"1511.09376","kind":"arxiv","version":1}},"canonical_sha256":"3b9f8c669c2ae3ad64f833b26ee89659de8c1617e0ca2b898ed842eb5eaa7176","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3b9f8c669c2ae3ad64f833b26ee89659de8c1617e0ca2b898ed842eb5eaa7176","first_computed_at":"2026-05-18T01:25:40.402632Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:25:40.402632Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"m1Nm1sBr3uLVLWdlH7aU4RFdLS9MS2sHnLuHnyZ9h8SBSP31VP+R8qVfr1gWsRCq49bIz9GxhZ3+G8XmP0UqBA==","signature_status":"signed_v1","signed_at":"2026-05-18T01:25:40.403189Z","signed_message":"canonical_sha256_bytes"},"source_id":"1511.09376","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ddbb6255bff9ef1b1f049aa5dd06b2b7523dac9457336dd322e992398bae1715","sha256:19d8f67138e13bb92427170253590832f1a992dafcbee7c08985151553004b3f"],"state_sha256":"9f8f5335a9e360cf0cfc3f4c51c21d18de952d6a504d137e8ca07db6c20d1c35"}