{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:R3Z6OJMLRGZFEJHEXVFV6Q43RI","short_pith_number":"pith:R3Z6OJML","canonical_record":{"source":{"id":"2402.14701","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-22T16:56:44Z","cross_cats_sorted":["cs.AI","cs.HC","cs.LG","q-bio.NC"],"title_canon_sha256":"0c90c75bd2d705005d8d9c6a906d62fd4f67a0d00c3fe975795ae332c638899b","abstract_canon_sha256":"b0040bdc8417b311874e6ced218e3d341150b2e847a470a203fdea62e882e380"},"schema_version":"1.0"},"canonical_sha256":"8ef3e7258b89b25224e4bd4b5f439b8a091dfef84b6e4e5f32fd2dfc85026a62","source":{"kind":"arxiv","id":"2402.14701","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.14701","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"arxiv_version","alias_value":"2402.14701v3","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.14701","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"pith_short_12","alias_value":"R3Z6OJMLRGZF","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"pith_short_16","alias_value":"R3Z6OJMLRGZFEJHE","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"pith_short_8","alias_value":"R3Z6OJML","created_at":"2026-07-05T11:51:14Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:R3Z6OJMLRGZFEJHEXVFV6Q43RI","target":"record","payload":{"canonical_record":{"source":{"id":"2402.14701","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-22T16:56:44Z","cross_cats_sorted":["cs.AI","cs.HC","cs.LG","q-bio.NC"],"title_canon_sha256":"0c90c75bd2d705005d8d9c6a906d62fd4f67a0d00c3fe975795ae332c638899b","abstract_canon_sha256":"b0040bdc8417b311874e6ced218e3d341150b2e847a470a203fdea62e882e380"},"schema_version":"1.0"},"canonical_sha256":"8ef3e7258b89b25224e4bd4b5f439b8a091dfef84b6e4e5f32fd2dfc85026a62","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:51:14.922550Z","signature_b64":"vHkRFR5gl5WaBUy5gIPdOmuAMJm6//iHB/m3/W3t0+7LbGK97nAHR5WhL4K1Qy2HlnngL6lrL8H6tHa7Q28SBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"8ef3e7258b89b25224e4bd4b5f439b8a091dfef84b6e4e5f32fd2dfc85026a62","last_reissued_at":"2026-07-05T11:51:14.922046Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:51:14.922046Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2402.14701","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:51:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Hsk0jrh1cH5H2kevnCHZkk6JKFaaoTVP/PYhblHXnWPkXkpDhCx28pOUTdVRugvTMMO7DxFQoDkgWI8Fh1/gDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-17T17:36:49.962542Z"},"content_sha256":"42a1b9da3b13b41ae48659e5915c6f754e4ba5b4ea86096d314a7c1dc934b97d","schema_version":"1.0","event_id":"sha256:42a1b9da3b13b41ae48659e5915c6f754e4ba5b4ea86096d314a7c1dc934b97d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:R3Z6OJMLRGZFEJHEXVFV6Q43RI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"COMPASS: Computational Mapping of Patient-Therapist Alliance Strategies with Language Modeling","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.HC","cs.LG","q-bio.NC"],"primary_cat":"cs.CL","authors_text":"Baihan Lin, Cheryl Corcoran, Djallel Bouneffouf, Guillermo Cecchi, Rachel Jespersen, Yulia Landa","submitted_at":"2024-02-22T16:56:44Z","abstract_excerpt":"The therapeutic working alliance is a critical predictor of psychotherapy success. Traditionally, working alliance assessment relies on questionnaires completed by both therapists and patients. In this paper, we present COMPASS, a novel framework to directly infer the therapeutic working alliance from the natural language used in psychotherapy sessions. Our approach leverages advanced large language models (LLMs) to analyze session transcripts and map them to distributed representations. These representations capture the semantic similarities between the dialogues and psychometric instruments,"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.14701","kind":"arxiv","version":3},"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/2402.14701/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":"2026-07-05T11:51:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"yCePMfmblotqmD9JeDnGXmUKw7EJKqtsER/4WC2/djxJRIzxD5Xb5otV3OJ9GSTQVW6TUUKO0aJPdsanrE6eDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-17T17:36:49.963066Z"},"content_sha256":"469bc86bb8cc8ee3493575350cd815bf883f0f1da7c09bd705ab878b63bee270","schema_version":"1.0","event_id":"sha256:469bc86bb8cc8ee3493575350cd815bf883f0f1da7c09bd705ab878b63bee270"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/R3Z6OJMLRGZFEJHEXVFV6Q43RI/bundle.json","state_url":"https://pith.science/pith/R3Z6OJMLRGZFEJHEXVFV6Q43RI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/R3Z6OJMLRGZFEJHEXVFV6Q43RI/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":"2026-08-17T17:36:49Z","links":{"resolver":"https://pith.science/pith/R3Z6OJMLRGZFEJHEXVFV6Q43RI","bundle":"https://pith.science/pith/R3Z6OJMLRGZFEJHEXVFV6Q43RI/bundle.json","state":"https://pith.science/pith/R3Z6OJMLRGZFEJHEXVFV6Q43RI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/R3Z6OJMLRGZFEJHEXVFV6Q43RI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:R3Z6OJMLRGZFEJHEXVFV6Q43RI","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":"b0040bdc8417b311874e6ced218e3d341150b2e847a470a203fdea62e882e380","cross_cats_sorted":["cs.AI","cs.HC","cs.LG","q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-22T16:56:44Z","title_canon_sha256":"0c90c75bd2d705005d8d9c6a906d62fd4f67a0d00c3fe975795ae332c638899b"},"schema_version":"1.0","source":{"id":"2402.14701","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.14701","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"arxiv_version","alias_value":"2402.14701v3","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.14701","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"pith_short_12","alias_value":"R3Z6OJMLRGZF","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"pith_short_16","alias_value":"R3Z6OJMLRGZFEJHE","created_at":"2026-07-05T11:51:14Z"},{"alias_kind":"pith_short_8","alias_value":"R3Z6OJML","created_at":"2026-07-05T11:51:14Z"}],"graph_snapshots":[{"event_id":"sha256:469bc86bb8cc8ee3493575350cd815bf883f0f1da7c09bd705ab878b63bee270","target":"graph","created_at":"2026-07-05T11:51:14Z","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/2402.14701/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The therapeutic working alliance is a critical predictor of psychotherapy success. Traditionally, working alliance assessment relies on questionnaires completed by both therapists and patients. In this paper, we present COMPASS, a novel framework to directly infer the therapeutic working alliance from the natural language used in psychotherapy sessions. Our approach leverages advanced large language models (LLMs) to analyze session transcripts and map them to distributed representations. These representations capture the semantic similarities between the dialogues and psychometric instruments,","authors_text":"Baihan Lin, Cheryl Corcoran, Djallel Bouneffouf, Guillermo Cecchi, Rachel Jespersen, Yulia Landa","cross_cats":["cs.AI","cs.HC","cs.LG","q-bio.NC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-22T16:56:44Z","title":"COMPASS: Computational Mapping of Patient-Therapist Alliance Strategies with Language Modeling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.14701","kind":"arxiv","version":3},"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":"sha256:42a1b9da3b13b41ae48659e5915c6f754e4ba5b4ea86096d314a7c1dc934b97d","target":"record","created_at":"2026-07-05T11:51:14Z","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":"b0040bdc8417b311874e6ced218e3d341150b2e847a470a203fdea62e882e380","cross_cats_sorted":["cs.AI","cs.HC","cs.LG","q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-22T16:56:44Z","title_canon_sha256":"0c90c75bd2d705005d8d9c6a906d62fd4f67a0d00c3fe975795ae332c638899b"},"schema_version":"1.0","source":{"id":"2402.14701","kind":"arxiv","version":3}},"canonical_sha256":"8ef3e7258b89b25224e4bd4b5f439b8a091dfef84b6e4e5f32fd2dfc85026a62","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8ef3e7258b89b25224e4bd4b5f439b8a091dfef84b6e4e5f32fd2dfc85026a62","first_computed_at":"2026-07-05T11:51:14.922046Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:51:14.922046Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vHkRFR5gl5WaBUy5gIPdOmuAMJm6//iHB/m3/W3t0+7LbGK97nAHR5WhL4K1Qy2HlnngL6lrL8H6tHa7Q28SBw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:51:14.922550Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.14701","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:42a1b9da3b13b41ae48659e5915c6f754e4ba5b4ea86096d314a7c1dc934b97d","sha256:469bc86bb8cc8ee3493575350cd815bf883f0f1da7c09bd705ab878b63bee270"],"state_sha256":"72d9c23aaeda3f5be7e3e163ceaf3774eb4e4080159409d14a074ed4469e3345"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4aB7vnQNSVg+YJwmUrLGE5fatLsLQi25t1+V7hokUYXuyPytMulLbuq4Hc99MIuIHR4x8XD4m2xXgo9+L4axBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-17T17:36:49.968056Z","bundle_sha256":"6342e61f73162a12ce5d1c43b90fee0f520e69425373ae2fc2896e5a17ce8c52"}}