{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:ILITP2RCZIKFQXQRGVDPYOZT7G","short_pith_number":"pith:ILITP2RC","canonical_record":{"source":{"id":"2410.23883","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-31T12:45:54Z","cross_cats_sorted":["cs.AI","cs.LG","cs.MM"],"title_canon_sha256":"1c43ee62f97eeccd9c2f423880c256a01950d6eb66e592ce0083042837278374","abstract_canon_sha256":"af5473fc3fd502f4d6c21b8cb4177358d0f21b75925e012bfe02861b28e3e97e"},"schema_version":"1.0"},"canonical_sha256":"42d137ea22ca14585e113546fc3b33f99355325c3213bd9e9c4bff08031ea040","source":{"kind":"arxiv","id":"2410.23883","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.23883","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"arxiv_version","alias_value":"2410.23883v1","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.23883","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"pith_short_12","alias_value":"ILITP2RCZIKF","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"pith_short_16","alias_value":"ILITP2RCZIKFQXQR","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"pith_short_8","alias_value":"ILITP2RC","created_at":"2026-07-05T09:29:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:ILITP2RCZIKFQXQRGVDPYOZT7G","target":"record","payload":{"canonical_record":{"source":{"id":"2410.23883","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-31T12:45:54Z","cross_cats_sorted":["cs.AI","cs.LG","cs.MM"],"title_canon_sha256":"1c43ee62f97eeccd9c2f423880c256a01950d6eb66e592ce0083042837278374","abstract_canon_sha256":"af5473fc3fd502f4d6c21b8cb4177358d0f21b75925e012bfe02861b28e3e97e"},"schema_version":"1.0"},"canonical_sha256":"42d137ea22ca14585e113546fc3b33f99355325c3213bd9e9c4bff08031ea040","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:29:06.859859Z","signature_b64":"EAYCMIOWt9TDfiHKWE+CvkofhuPCXctWDzO0O2jkukVE1BfI9cUZkuhWbbEy7hfaM9NBI0xPDA/5oorKmGxdDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"42d137ea22ca14585e113546fc3b33f99355325c3213bd9e9c4bff08031ea040","last_reissued_at":"2026-07-05T09:29:06.859357Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:29:06.859357Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.23883","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":"2026-07-05T09:29:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MkE7M5TCFGt4Si1/VIF5faGsKPU6gYOfMmi0aTRknRjlaa62+E+RH3LzHARngPnnevF1YG965LlC7uVmmxPHAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T20:50:42.714085Z"},"content_sha256":"8ac50f2f5f99a4944a4f08fef389d2dbe167938b456213a800ff50a9955eb304","schema_version":"1.0","event_id":"sha256:8ac50f2f5f99a4944a4f08fef389d2dbe167938b456213a800ff50a9955eb304"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:ILITP2RCZIKFQXQRGVDPYOZT7G","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"'No' Matters: Out-of-Distribution Detection in Multimodality Long Dialogue","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG","cs.MM"],"primary_cat":"cs.CL","authors_text":"Caren Han, Feng Liu, Rena Gao, Siwen Luo, Xuetong Wu","submitted_at":"2024-10-31T12:45:54Z","abstract_excerpt":"Out-of-distribution (OOD) detection in multimodal contexts is essential for identifying deviations in combined inputs from different modalities, particularly in applications like open-domain dialogue systems or real-life dialogue interactions. This paper aims to improve the user experience that involves multi-round long dialogues by efficiently detecting OOD dialogues and images. We introduce a novel scoring framework named Dialogue Image Aligning and Enhancing Framework (DIAEF) that integrates the visual language models with the novel proposed scores that detect OOD in two key scenarios (1) m"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.23883","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/2410.23883/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":"2026-07-05T09:29:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/Fqo8SdYMPoojILDxdQPqEnhM3j41lNzeNuT+k9OMwOkNHAheiHT0jF3s9S11Ca2ZGIAE4fVylSIyGP42X8BBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T20:50:42.714573Z"},"content_sha256":"aae73dbb7a941fa7e436fecea2b09c6b4d5b2026509592938ebc389b76c8d4b0","schema_version":"1.0","event_id":"sha256:aae73dbb7a941fa7e436fecea2b09c6b4d5b2026509592938ebc389b76c8d4b0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ILITP2RCZIKFQXQRGVDPYOZT7G/bundle.json","state_url":"https://pith.science/pith/ILITP2RCZIKFQXQRGVDPYOZT7G/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ILITP2RCZIKFQXQRGVDPYOZT7G/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":"2026-08-05T20:50:42Z","links":{"resolver":"https://pith.science/pith/ILITP2RCZIKFQXQRGVDPYOZT7G","bundle":"https://pith.science/pith/ILITP2RCZIKFQXQRGVDPYOZT7G/bundle.json","state":"https://pith.science/pith/ILITP2RCZIKFQXQRGVDPYOZT7G/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ILITP2RCZIKFQXQRGVDPYOZT7G/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ILITP2RCZIKFQXQRGVDPYOZT7G","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":"af5473fc3fd502f4d6c21b8cb4177358d0f21b75925e012bfe02861b28e3e97e","cross_cats_sorted":["cs.AI","cs.LG","cs.MM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-31T12:45:54Z","title_canon_sha256":"1c43ee62f97eeccd9c2f423880c256a01950d6eb66e592ce0083042837278374"},"schema_version":"1.0","source":{"id":"2410.23883","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.23883","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"arxiv_version","alias_value":"2410.23883v1","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.23883","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"pith_short_12","alias_value":"ILITP2RCZIKF","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"pith_short_16","alias_value":"ILITP2RCZIKFQXQR","created_at":"2026-07-05T09:29:06Z"},{"alias_kind":"pith_short_8","alias_value":"ILITP2RC","created_at":"2026-07-05T09:29:06Z"}],"graph_snapshots":[{"event_id":"sha256:aae73dbb7a941fa7e436fecea2b09c6b4d5b2026509592938ebc389b76c8d4b0","target":"graph","created_at":"2026-07-05T09:29:06Z","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/2410.23883/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Out-of-distribution (OOD) detection in multimodal contexts is essential for identifying deviations in combined inputs from different modalities, particularly in applications like open-domain dialogue systems or real-life dialogue interactions. This paper aims to improve the user experience that involves multi-round long dialogues by efficiently detecting OOD dialogues and images. We introduce a novel scoring framework named Dialogue Image Aligning and Enhancing Framework (DIAEF) that integrates the visual language models with the novel proposed scores that detect OOD in two key scenarios (1) m","authors_text":"Caren Han, Feng Liu, Rena Gao, Siwen Luo, Xuetong Wu","cross_cats":["cs.AI","cs.LG","cs.MM"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-31T12:45:54Z","title":"'No' Matters: Out-of-Distribution Detection in Multimodality Long Dialogue"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.23883","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":"sha256:8ac50f2f5f99a4944a4f08fef389d2dbe167938b456213a800ff50a9955eb304","target":"record","created_at":"2026-07-05T09:29:06Z","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":"af5473fc3fd502f4d6c21b8cb4177358d0f21b75925e012bfe02861b28e3e97e","cross_cats_sorted":["cs.AI","cs.LG","cs.MM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-31T12:45:54Z","title_canon_sha256":"1c43ee62f97eeccd9c2f423880c256a01950d6eb66e592ce0083042837278374"},"schema_version":"1.0","source":{"id":"2410.23883","kind":"arxiv","version":1}},"canonical_sha256":"42d137ea22ca14585e113546fc3b33f99355325c3213bd9e9c4bff08031ea040","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"42d137ea22ca14585e113546fc3b33f99355325c3213bd9e9c4bff08031ea040","first_computed_at":"2026-07-05T09:29:06.859357Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:29:06.859357Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"EAYCMIOWt9TDfiHKWE+CvkofhuPCXctWDzO0O2jkukVE1BfI9cUZkuhWbbEy7hfaM9NBI0xPDA/5oorKmGxdDA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:29:06.859859Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.23883","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8ac50f2f5f99a4944a4f08fef389d2dbe167938b456213a800ff50a9955eb304","sha256:aae73dbb7a941fa7e436fecea2b09c6b4d5b2026509592938ebc389b76c8d4b0"],"state_sha256":"7919110fffa64e99b660f5e15fb3009122145b74dc6fec1628c6bd62635c622c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wpuOD7CIk+W27aZ3+ukkuykb4i4QWntpnHxfgg6kEu3bTwoMCUDz+aZgWT9d9h/idIfbiV3AJLjF8R45Y4vADA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T20:50:42.718149Z","bundle_sha256":"cf84a00755044234c69783b4a41da6912eda2a41628bfb79cd9f46801c78bb28"}}