{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:BHUQWC4WD3GFJ5GFINHXG4E2SV","short_pith_number":"pith:BHUQWC4W","canonical_record":{"source":{"id":"2505.16490","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2025-05-22T10:22:15Z","cross_cats_sorted":[],"title_canon_sha256":"f31670a2f411f861d3b721a4a87dc3997e9142786a38b09f93cbfc19fb3e2bb1","abstract_canon_sha256":"c92292e610b80152c3f1b7a7dd459105daa9121810540515e733c45ae5223b8c"},"schema_version":"1.0"},"canonical_sha256":"09e90b0b961ecc54f4c5434f73709a95419a3d0bd956f2732c2c49ae5ae6873e","source":{"kind":"arxiv","id":"2505.16490","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.16490","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"arxiv_version","alias_value":"2505.16490v2","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.16490","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"pith_short_12","alias_value":"BHUQWC4WD3GF","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"pith_short_16","alias_value":"BHUQWC4WD3GFJ5GF","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"pith_short_8","alias_value":"BHUQWC4W","created_at":"2026-07-05T11:09:15Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:BHUQWC4WD3GFJ5GFINHXG4E2SV","target":"record","payload":{"canonical_record":{"source":{"id":"2505.16490","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2025-05-22T10:22:15Z","cross_cats_sorted":[],"title_canon_sha256":"f31670a2f411f861d3b721a4a87dc3997e9142786a38b09f93cbfc19fb3e2bb1","abstract_canon_sha256":"c92292e610b80152c3f1b7a7dd459105daa9121810540515e733c45ae5223b8c"},"schema_version":"1.0"},"canonical_sha256":"09e90b0b961ecc54f4c5434f73709a95419a3d0bd956f2732c2c49ae5ae6873e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:09:15.144962Z","signature_b64":"f/f23Xcaa+FdrRxqflOdgg1+IpKy0xM2XudAKG/l7+ggiH8Pa/EFMki/gC2k9uBxqbvzk+M6be3IX+dlAW6oCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"09e90b0b961ecc54f4c5434f73709a95419a3d0bd956f2732c2c49ae5ae6873e","last_reissued_at":"2026-07-05T11:09:15.144448Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:09:15.144448Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2505.16490","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:09:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lCE+rOc8fBBAhZ/1WJ9cxalcNzkuu8CsPLywinhQPVUxVXo4bbVc5HDiNinBzPg+n0Io02rAzzSYRwS6XIVGAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T01:17:13.529466Z"},"content_sha256":"e6c2e98cb18877392618fd3b200ecad506770c4cf9fed0b4700c2602ace881db","schema_version":"1.0","event_id":"sha256:e6c2e98cb18877392618fd3b200ecad506770c4cf9fed0b4700c2602ace881db"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:BHUQWC4WD3GFJ5GFINHXG4E2SV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"HPP-Voice: A Large-Scale Evaluation of Speech Embeddings for Multi-Phenotypic Classification","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"eess.AS","authors_text":"David Krongauz, Eran Segal, Hido Pinto, Sarah Kohn, Yanir Marmor","submitted_at":"2025-05-22T10:22:15Z","abstract_excerpt":"Human speech contains paralinguistic cues that reflect a speaker's physiological and neurological state, potentially enabling non-invasive detection of various medical phenotypes. We introduce the Human Phenotype Project Voice corpus (HPP-Voice): a dataset of 7,188 recordings in which Hebrew-speaking adults count for 30 seconds, with each speaker linked to up to 15 potentially voice-related phenotypes spanning respiratory, sleep, mental health, metabolic, immune, and neurological conditions. We present a systematic comparison of 14 modern speech embedding models, where modern speech embeddings"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.16490","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/2505.16490/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":"2026-07-05T11:09:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"6yCkkiAwz+sHDFwx9t4nj22O//kZjTmg+8pp7cwFELynW8fjwuvUWaDRFRz/94KTvYhccfZ3Tc9s1t6o3SJtCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T01:17:13.529959Z"},"content_sha256":"ee24eccee79f7ce31483495447496a4ae1bd35e1f5a29be645467be3396358d2","schema_version":"1.0","event_id":"sha256:ee24eccee79f7ce31483495447496a4ae1bd35e1f5a29be645467be3396358d2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/BHUQWC4WD3GFJ5GFINHXG4E2SV/bundle.json","state_url":"https://pith.science/pith/BHUQWC4WD3GFJ5GFINHXG4E2SV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/BHUQWC4WD3GFJ5GFINHXG4E2SV/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":"2026-08-08T01:17:13Z","links":{"resolver":"https://pith.science/pith/BHUQWC4WD3GFJ5GFINHXG4E2SV","bundle":"https://pith.science/pith/BHUQWC4WD3GFJ5GFINHXG4E2SV/bundle.json","state":"https://pith.science/pith/BHUQWC4WD3GFJ5GFINHXG4E2SV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/BHUQWC4WD3GFJ5GFINHXG4E2SV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:BHUQWC4WD3GFJ5GFINHXG4E2SV","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":"c92292e610b80152c3f1b7a7dd459105daa9121810540515e733c45ae5223b8c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2025-05-22T10:22:15Z","title_canon_sha256":"f31670a2f411f861d3b721a4a87dc3997e9142786a38b09f93cbfc19fb3e2bb1"},"schema_version":"1.0","source":{"id":"2505.16490","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.16490","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"arxiv_version","alias_value":"2505.16490v2","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.16490","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"pith_short_12","alias_value":"BHUQWC4WD3GF","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"pith_short_16","alias_value":"BHUQWC4WD3GFJ5GF","created_at":"2026-07-05T11:09:15Z"},{"alias_kind":"pith_short_8","alias_value":"BHUQWC4W","created_at":"2026-07-05T11:09:15Z"}],"graph_snapshots":[{"event_id":"sha256:ee24eccee79f7ce31483495447496a4ae1bd35e1f5a29be645467be3396358d2","target":"graph","created_at":"2026-07-05T11:09:15Z","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/2505.16490/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Human speech contains paralinguistic cues that reflect a speaker's physiological and neurological state, potentially enabling non-invasive detection of various medical phenotypes. We introduce the Human Phenotype Project Voice corpus (HPP-Voice): a dataset of 7,188 recordings in which Hebrew-speaking adults count for 30 seconds, with each speaker linked to up to 15 potentially voice-related phenotypes spanning respiratory, sleep, mental health, metabolic, immune, and neurological conditions. We present a systematic comparison of 14 modern speech embedding models, where modern speech embeddings","authors_text":"David Krongauz, Eran Segal, Hido Pinto, Sarah Kohn, Yanir Marmor","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2025-05-22T10:22:15Z","title":"HPP-Voice: A Large-Scale Evaluation of Speech Embeddings for Multi-Phenotypic Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.16490","kind":"arxiv","version":2},"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:e6c2e98cb18877392618fd3b200ecad506770c4cf9fed0b4700c2602ace881db","target":"record","created_at":"2026-07-05T11:09:15Z","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":"c92292e610b80152c3f1b7a7dd459105daa9121810540515e733c45ae5223b8c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2025-05-22T10:22:15Z","title_canon_sha256":"f31670a2f411f861d3b721a4a87dc3997e9142786a38b09f93cbfc19fb3e2bb1"},"schema_version":"1.0","source":{"id":"2505.16490","kind":"arxiv","version":2}},"canonical_sha256":"09e90b0b961ecc54f4c5434f73709a95419a3d0bd956f2732c2c49ae5ae6873e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"09e90b0b961ecc54f4c5434f73709a95419a3d0bd956f2732c2c49ae5ae6873e","first_computed_at":"2026-07-05T11:09:15.144448Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:09:15.144448Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"f/f23Xcaa+FdrRxqflOdgg1+IpKy0xM2XudAKG/l7+ggiH8Pa/EFMki/gC2k9uBxqbvzk+M6be3IX+dlAW6oCw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:09:15.144962Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.16490","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e6c2e98cb18877392618fd3b200ecad506770c4cf9fed0b4700c2602ace881db","sha256:ee24eccee79f7ce31483495447496a4ae1bd35e1f5a29be645467be3396358d2"],"state_sha256":"c9ba8329b9b2e9aad129c85af6ffca8d30f211c697bac1cfd88e8205027829e9"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Cxcip8LSvDj+2WfSkvKN0vz99jXzbw90LksQBsbGNQ3nFpHjQ7VF5kN9FWL3WHMF/iTodvj7JpoLjba/tSKHCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T01:17:13.534438Z","bundle_sha256":"6c6c15a24cf1b73d4a83476494eba87eaabec942dad868f5bb27d8c2103859b0"}}