{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:WS4G3MPZJCGA7LNAJP5UYUNDG2","short_pith_number":"pith:WS4G3MPZ","schema_version":"1.0","canonical_sha256":"b4b86db1f9488c0fada04bfb4c51a336ad4bd37d1aaafd6a5442a836b08c6a9c","source":{"kind":"arxiv","id":"2509.22153","version":2},"attestation_state":"computed","paper":{"title":"Towards Paradigm-General Suicide Risk Detection via Speech LLM","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"eess.AS","authors_text":"Chang Lei, Chao Zhang, Diyang Qu, Jialun Li, Runsen Chen, Weitao Jiang, Wen Wu, Yinan Duan, Ziyun Cui","submitted_at":"2025-09-26T10:11:54Z","abstract_excerpt":"Suicide risk among adolescents remains a critical public health concern, and speech provides a non-invasive and scalable approach for its detection. Speech-based suicide risk assessment commonly relies on carefully designed speech elicitation paradigms (\\textit{e.g.,} verbal fluency, reading, or question answering) to probe cognitive and affective states. Existing approaches, however, typically focus on one single paradigm at a time. This paper, for the first time, investigates cross-paradigm approaches that unify diverse speech elicitation paradigms within a single model. Specifically, we use"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2509.22153","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"eess.AS","submitted_at":"2025-09-26T10:11:54Z","cross_cats_sorted":[],"title_canon_sha256":"018b9b0e3a9f98827a6bc71b57b416d2915ead0483c4815546e513c8c00a6da4","abstract_canon_sha256":"1c1329b2fc65fc2de9a9fb96413921728584bc285cd9926d03223e60141cf837"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-10T01:09:43.957931Z","signature_b64":"b+sENBGM2Wayz1sA9CYfeKirvb49ysAhKPLLFgCf8q/od1gDmLwG4/2O+N0urM2NHnElsn8dVtgICa/8EXurDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b4b86db1f9488c0fada04bfb4c51a336ad4bd37d1aaafd6a5442a836b08c6a9c","last_reissued_at":"2026-06-10T01:09:43.956892Z","signature_status":"signed_v1","first_computed_at":"2026-06-10T01:09:43.956892Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Towards Paradigm-General Suicide Risk Detection via Speech LLM","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"eess.AS","authors_text":"Chang Lei, Chao Zhang, Diyang Qu, Jialun Li, Runsen Chen, Weitao Jiang, Wen Wu, Yinan Duan, Ziyun Cui","submitted_at":"2025-09-26T10:11:54Z","abstract_excerpt":"Suicide risk among adolescents remains a critical public health concern, and speech provides a non-invasive and scalable approach for its detection. Speech-based suicide risk assessment commonly relies on carefully designed speech elicitation paradigms (\\textit{e.g.,} verbal fluency, reading, or question answering) to probe cognitive and affective states. Existing approaches, however, typically focus on one single paradigm at a time. This paper, for the first time, investigates cross-paradigm approaches that unify diverse speech elicitation paradigms within a single model. Specifically, we use"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2509.22153","kind":"arxiv","version":2},"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/2509.22153/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2509.22153","created_at":"2026-06-10T01:09:43.957047+00:00"},{"alias_kind":"arxiv_version","alias_value":"2509.22153v2","created_at":"2026-06-10T01:09:43.957047+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2509.22153","created_at":"2026-06-10T01:09:43.957047+00:00"},{"alias_kind":"pith_short_12","alias_value":"WS4G3MPZJCGA","created_at":"2026-06-10T01:09:43.957047+00:00"},{"alias_kind":"pith_short_16","alias_value":"WS4G3MPZJCGA7LNA","created_at":"2026-06-10T01:09:43.957047+00:00"},{"alias_kind":"pith_short_8","alias_value":"WS4G3MPZ","created_at":"2026-06-10T01:09:43.957047+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/WS4G3MPZJCGA7LNAJP5UYUNDG2","json":"https://pith.science/pith/WS4G3MPZJCGA7LNAJP5UYUNDG2.json","graph_json":"https://pith.science/api/pith-number/WS4G3MPZJCGA7LNAJP5UYUNDG2/graph.json","events_json":"https://pith.science/api/pith-number/WS4G3MPZJCGA7LNAJP5UYUNDG2/events.json","paper":"https://pith.science/paper/WS4G3MPZ"},"agent_actions":{"view_html":"https://pith.science/pith/WS4G3MPZJCGA7LNAJP5UYUNDG2","download_json":"https://pith.science/pith/WS4G3MPZJCGA7LNAJP5UYUNDG2.json","view_paper":"https://pith.science/paper/WS4G3MPZ","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2509.22153&json=true","fetch_graph":"https://pith.science/api/pith-number/WS4G3MPZJCGA7LNAJP5UYUNDG2/graph.json","fetch_events":"https://pith.science/api/pith-number/WS4G3MPZJCGA7LNAJP5UYUNDG2/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/WS4G3MPZJCGA7LNAJP5UYUNDG2/action/timestamp_anchor","attest_storage":"https://pith.science/pith/WS4G3MPZJCGA7LNAJP5UYUNDG2/action/storage_attestation","attest_author":"https://pith.science/pith/WS4G3MPZJCGA7LNAJP5UYUNDG2/action/author_attestation","sign_citation":"https://pith.science/pith/WS4G3MPZJCGA7LNAJP5UYUNDG2/action/citation_signature","submit_replication":"https://pith.science/pith/WS4G3MPZJCGA7LNAJP5UYUNDG2/action/replication_record"}},"created_at":"2026-06-10T01:09:43.957047+00:00","updated_at":"2026-06-10T01:09:43.957047+00:00"}