{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:NCZP4UEDL5L3KIC6N2EWVZFCTL","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":"6856cec785967edd6ee1a581860c98ae1623d67a64e1b36c076b77a9c4e0d249","cross_cats_sorted":["cs.AI","cs.HC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-02-20T06:05:36Z","title_canon_sha256":"6b844f27c42fa79f735fd8cc2e0be3ea211ed647ac6e77de14ceea9bd07cb37d"},"schema_version":"1.0","source":{"id":"2402.12738","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.12738","created_at":"2026-07-05T07:47:15Z"},{"alias_kind":"arxiv_version","alias_value":"2402.12738v1","created_at":"2026-07-05T07:47:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.12738","created_at":"2026-07-05T07:47:15Z"},{"alias_kind":"pith_short_12","alias_value":"NCZP4UEDL5L3","created_at":"2026-07-05T07:47:15Z"},{"alias_kind":"pith_short_16","alias_value":"NCZP4UEDL5L3KIC6","created_at":"2026-07-05T07:47:15Z"},{"alias_kind":"pith_short_8","alias_value":"NCZP4UED","created_at":"2026-07-05T07:47:15Z"}],"graph_snapshots":[{"event_id":"sha256:70251bd4404c5d6b8df643d964f52f1480863915757888513df6fcb6660fbba5","target":"graph","created_at":"2026-07-05T07:47:15Z","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/2402.12738/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Mental health care poses an increasingly serious challenge to modern societies. In this context, there has been a surge in research that utilizes information technologies to address mental health problems, including those aiming to develop counseling dialogue systems. However, there is a need for more evaluations of the performance of counseling dialogue systems that use large language models. For this study, we collected counseling dialogue data via role-playing scenarios involving expert counselors, and the utterances were annotated with the intentions of the counselors. To determine the fea","authors_text":"Keiko Takamizo, Mariko Ukiyo, Michimasa Inaba","cross_cats":["cs.AI","cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-02-20T06:05:36Z","title":"Can Large Language Models be Used to Provide Psychological Counselling? An Analysis of GPT-4-Generated Responses Using Role-play Dialogues"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.12738","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:aef9569a327d91348fbec70c0de2059b85cb368de4dbd6879bfef5ea6f2438a8","target":"record","created_at":"2026-07-05T07:47:15Z","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":"6856cec785967edd6ee1a581860c98ae1623d67a64e1b36c076b77a9c4e0d249","cross_cats_sorted":["cs.AI","cs.HC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-02-20T06:05:36Z","title_canon_sha256":"6b844f27c42fa79f735fd8cc2e0be3ea211ed647ac6e77de14ceea9bd07cb37d"},"schema_version":"1.0","source":{"id":"2402.12738","kind":"arxiv","version":1}},"canonical_sha256":"68b2fe50835f57b5205e6e896ae4a29aec9ae409feca9eee17635e079fcb81f8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"68b2fe50835f57b5205e6e896ae4a29aec9ae409feca9eee17635e079fcb81f8","first_computed_at":"2026-07-05T07:47:15.723129Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:47:15.723129Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zWXG+S8371LmYrB5+sKpFBXC9sihRu3KSU+Ahj1ya7AAvSXup9cb3WAJ10vmJItejZgJaNLBF2NloJhU40OODw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:47:15.723519Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.12738","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:aef9569a327d91348fbec70c0de2059b85cb368de4dbd6879bfef5ea6f2438a8","sha256:70251bd4404c5d6b8df643d964f52f1480863915757888513df6fcb6660fbba5"],"state_sha256":"fd0a76cbfc9d51eb835724a9fe270488f894054e26f615187673bd2ad9bd1fc6"}