{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:OQXQATE6VH33OYAICFVLWJS7DQ","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":"e9e403041054b1f79dc617a8dd7347068ad4fc72fc1428d28b846c505dc1f64a","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-16T08:34:44Z","title_canon_sha256":"42725d132c61a9b8dc404df91db1b93fbb9569ba0cd0f8d9395544da26428dad"},"schema_version":"1.0","source":{"id":"2310.10176","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.10176","created_at":"2026-07-05T07:01:16Z"},{"alias_kind":"arxiv_version","alias_value":"2310.10176v1","created_at":"2026-07-05T07:01:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.10176","created_at":"2026-07-05T07:01:16Z"},{"alias_kind":"pith_short_12","alias_value":"OQXQATE6VH33","created_at":"2026-07-05T07:01:16Z"},{"alias_kind":"pith_short_16","alias_value":"OQXQATE6VH33OYAI","created_at":"2026-07-05T07:01:16Z"},{"alias_kind":"pith_short_8","alias_value":"OQXQATE6","created_at":"2026-07-05T07:01:16Z"}],"graph_snapshots":[{"event_id":"sha256:2c5f3c21c4b1d436f9d0c22597c4d32ea4a42a1debac9c2b3ad53f06f0f17c88","target":"graph","created_at":"2026-07-05T07:01:16Z","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/2310.10176/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The tasks of out-of-domain (OOD) intent discovery and generalized intent discovery (GID) aim to extend a closed intent classifier to open-world intent sets, which is crucial to task-oriented dialogue (TOD) systems. Previous methods address them by fine-tuning discriminative models. Recently, although some studies have been exploring the application of large language models (LLMs) represented by ChatGPT to various downstream tasks, it is still unclear for the ability of ChatGPT to discover and incrementally extent OOD intents. In this paper, we comprehensively evaluate ChatGPT on OOD intent dis","authors_text":"Guanting Dong, Jingang Wang, Keqing He, Pei Wang, Weiran Xu, Xiaoshuai Song, Xunliang Cai, Yunsen Xian, Yutao Mou","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-16T08:34:44Z","title":"Large Language Models Meet Open-World Intent Discovery and Recognition: An Evaluation of ChatGPT"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.10176","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":"sha256:8e950ea9b6b74d698109cf7b1d0cb5b29ef7cb8b3cff322b388165ead38d1dc4","target":"record","created_at":"2026-07-05T07:01:16Z","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":"e9e403041054b1f79dc617a8dd7347068ad4fc72fc1428d28b846c505dc1f64a","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-16T08:34:44Z","title_canon_sha256":"42725d132c61a9b8dc404df91db1b93fbb9569ba0cd0f8d9395544da26428dad"},"schema_version":"1.0","source":{"id":"2310.10176","kind":"arxiv","version":1}},"canonical_sha256":"742f004c9ea9f7b76008116abb265f1c388978698caa51d10c4aa2fbab6b047a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"742f004c9ea9f7b76008116abb265f1c388978698caa51d10c4aa2fbab6b047a","first_computed_at":"2026-07-05T07:01:16.533701Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:01:16.533701Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BTbG91+6KgLJESN3mAcoMFX/BdkPF9JMRSogBQ3afna9Tx54zG/hdDftaar1sp2qvMy2pze/VRIX8kv+OnP0Ag==","signature_status":"signed_v1","signed_at":"2026-07-05T07:01:16.534093Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.10176","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8e950ea9b6b74d698109cf7b1d0cb5b29ef7cb8b3cff322b388165ead38d1dc4","sha256:2c5f3c21c4b1d436f9d0c22597c4d32ea4a42a1debac9c2b3ad53f06f0f17c88"],"state_sha256":"17fca496ac6fe753acb50bb426c9f463a7c2c899d39b2b9672a0345bdda47bbf"}