{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:FBM3RQTNML6LFEJARUFXMVXB4B","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":"4e6ab797a6d86cdfd8b0628466c78e00f14f7208483de486d6e277d3186d4bcb","cross_cats_sorted":["cs.AI","cs.CL","cs.CY","cs.SI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-05-25T06:05:16Z","title_canon_sha256":"cba0d0a446089432023d2916b1181b6fd599f20b1f170c998e65723dd6180506"},"schema_version":"1.0","source":{"id":"2605.25454","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.25454","created_at":"2026-05-26T02:04:36Z"},{"alias_kind":"arxiv_version","alias_value":"2605.25454v1","created_at":"2026-05-26T02:04:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.25454","created_at":"2026-05-26T02:04:36Z"},{"alias_kind":"pith_short_12","alias_value":"FBM3RQTNML6L","created_at":"2026-05-26T02:04:36Z"},{"alias_kind":"pith_short_16","alias_value":"FBM3RQTNML6LFEJA","created_at":"2026-05-26T02:04:36Z"},{"alias_kind":"pith_short_8","alias_value":"FBM3RQTN","created_at":"2026-05-26T02:04:36Z"}],"graph_snapshots":[{"event_id":"sha256:090bd3eb256a6ba05052319428b67911d57fc3736dad4d1eabe0b9c9b1be8512","target":"graph","created_at":"2026-05-26T02:04:36Z","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/2605.25454/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models (LLMs) are increasingly being used for emotional support. They are also being developed for formal therapy purposes. However, LLMs like ChaptGPT or Llama are often developed with content moderation guardrails that prevent them from discussing sensitive subjects with users for both liability and safety purposes, and this inability to broach these subjects may affect their capacity as therapists. In this study, we perform an algorithm audit on three state-of-the-art moderation systems (OpenAI's moderation endpoint, Meta's Llama Guard, and Google's Shield Gemma) to investiga","authors_text":"Claire Wang, Jiwon Kim, Koustuv Saha, Sabelle Huang, Taeung Yoon","cross_cats":["cs.AI","cs.CL","cs.CY","cs.SI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-05-25T06:05:16Z","title":"AI Content Moderation in Therapy Conversations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.25454","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":"sha256:41144b978084bcada91eddee90a2594c2bcc7766cc245104968dfcab07934ab1","target":"record","created_at":"2026-05-26T02:04:36Z","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":"4e6ab797a6d86cdfd8b0628466c78e00f14f7208483de486d6e277d3186d4bcb","cross_cats_sorted":["cs.AI","cs.CL","cs.CY","cs.SI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-05-25T06:05:16Z","title_canon_sha256":"cba0d0a446089432023d2916b1181b6fd599f20b1f170c998e65723dd6180506"},"schema_version":"1.0","source":{"id":"2605.25454","kind":"arxiv","version":1}},"canonical_sha256":"2859b8c26d62fcb291208d0b7656e1e05e36ec349a282a7ff87438792843dc7d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2859b8c26d62fcb291208d0b7656e1e05e36ec349a282a7ff87438792843dc7d","first_computed_at":"2026-05-26T02:04:36.613692Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-26T02:04:36.613692Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"liM+yc2eyWdhiPaMV/VU0PBWXpraEs7ia4rWsAD6H/WNrWgHPPpKWsoUXjBE9+RytLyt/fnSxmSmuqannnkMDg==","signature_status":"signed_v1","signed_at":"2026-05-26T02:04:36.614523Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.25454","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:41144b978084bcada91eddee90a2594c2bcc7766cc245104968dfcab07934ab1","sha256:090bd3eb256a6ba05052319428b67911d57fc3736dad4d1eabe0b9c9b1be8512"],"state_sha256":"8e08473ea58ede2888ac6074f057579ca6425f26611bab4387ef212e0339527f"}