{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:HWWCNACHMTMLT73RQAZWYFVSLY","short_pith_number":"pith:HWWCNACH","canonical_record":{"source":{"id":"2411.06723","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-11-11T05:14:14Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"0d67ff4da830e35ff1397fa068158336e344c4c6b20caeac1b39f6bded5c0dde","abstract_canon_sha256":"54bd5ad2aa833c07801be977006e0e58bb3e3a7adb047a2a4bb675622a5a8d24"},"schema_version":"1.0"},"canonical_sha256":"3dac26804764d8b9ff7180336c16b25e0b6549edb1d91a8b81e7bf746b074e39","source":{"kind":"arxiv","id":"2411.06723","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.06723","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"arxiv_version","alias_value":"2411.06723v2","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.06723","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"pith_short_12","alias_value":"HWWCNACHMTML","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"pith_short_16","alias_value":"HWWCNACHMTMLT73R","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"pith_short_8","alias_value":"HWWCNACH","created_at":"2026-07-05T11:55:36Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:HWWCNACHMTMLT73RQAZWYFVSLY","target":"record","payload":{"canonical_record":{"source":{"id":"2411.06723","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-11-11T05:14:14Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"0d67ff4da830e35ff1397fa068158336e344c4c6b20caeac1b39f6bded5c0dde","abstract_canon_sha256":"54bd5ad2aa833c07801be977006e0e58bb3e3a7adb047a2a4bb675622a5a8d24"},"schema_version":"1.0"},"canonical_sha256":"3dac26804764d8b9ff7180336c16b25e0b6549edb1d91a8b81e7bf746b074e39","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:55:36.813864Z","signature_b64":"w4uLSo4W/gaY2LOxY1dEsWkZ5tvxtEyRVJ1wo/g1s3goa5ArCjaujHzqFadcDNOOogYZDh9koyL7nxS0ptECAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3dac26804764d8b9ff7180336c16b25e0b6549edb1d91a8b81e7bf746b074e39","last_reissued_at":"2026-07-05T11:55:36.813344Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:55:36.813344Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.06723","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":"2026-07-05T11:55:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"EbLmhJTEraT8HY/9sYLnTfKLZ8L7p2gcjeo3BcpdpMD7jGSWs7voFUrmLgaKZ5Nv14w9PXR/q6NVyvkd1D72AQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T10:48:07.410568Z"},"content_sha256":"c9cbd7bbcaef92168a4a9eeeb674e3504c7c944373d49f5da8a7c13fac8fa1e9","schema_version":"1.0","event_id":"sha256:c9cbd7bbcaef92168a4a9eeeb674e3504c7c944373d49f5da8a7c13fac8fa1e9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:HWWCNACHMTMLT73RQAZWYFVSLY","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Script-Strategy Aligned Generation: Aligning LLMs with Expert-Crafted Dialogue Scripts and Therapeutic Strategies for Psychotherapy","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.HC","authors_text":"Abdallah El Ali, Jan de Wit, Jiahuan Pei, Jos A.Bosch, Xin Sun, Zhuying Li","submitted_at":"2024-11-11T05:14:14Z","abstract_excerpt":"Chatbots or conversational agents (CAs) are increasingly used to improve access to digital psychotherapy. Many current systems rely on rigid, rule-based designs, heavily dependent on expert-crafted dialogue scripts for guiding therapeutic conversations. Although advances in large language models (LLMs) offer potential for more flexible interactions, their lack of controllability and explanability poses challenges in high-stakes contexts like psychotherapy. To address this, we conducted two studies in this work to explore how aligning LLMs with expert-crafted scripts can enhance psychotherapeut"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.06723","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/2411.06723/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":"2026-07-05T11:55:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QMqW+vuNrs8Xfjvc5isjDLyo5Kpqn21WcUqJ13+yH+/sEPTFD3MPrJm8qIkhVRIWK7dzfQMHveEq+8aNhCjAAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T10:48:07.411491Z"},"content_sha256":"8318db1e7f269e6bfc321ee48b11afedb5f141ddf929d9096430bab2c01110ba","schema_version":"1.0","event_id":"sha256:8318db1e7f269e6bfc321ee48b11afedb5f141ddf929d9096430bab2c01110ba"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/HWWCNACHMTMLT73RQAZWYFVSLY/bundle.json","state_url":"https://pith.science/pith/HWWCNACHMTMLT73RQAZWYFVSLY/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/HWWCNACHMTMLT73RQAZWYFVSLY/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":"2026-08-11T10:48:07Z","links":{"resolver":"https://pith.science/pith/HWWCNACHMTMLT73RQAZWYFVSLY","bundle":"https://pith.science/pith/HWWCNACHMTMLT73RQAZWYFVSLY/bundle.json","state":"https://pith.science/pith/HWWCNACHMTMLT73RQAZWYFVSLY/state.json","well_known_bundle":"https://pith.science/.well-known/pith/HWWCNACHMTMLT73RQAZWYFVSLY/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:HWWCNACHMTMLT73RQAZWYFVSLY","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":"54bd5ad2aa833c07801be977006e0e58bb3e3a7adb047a2a4bb675622a5a8d24","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-11-11T05:14:14Z","title_canon_sha256":"0d67ff4da830e35ff1397fa068158336e344c4c6b20caeac1b39f6bded5c0dde"},"schema_version":"1.0","source":{"id":"2411.06723","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.06723","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"arxiv_version","alias_value":"2411.06723v2","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.06723","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"pith_short_12","alias_value":"HWWCNACHMTML","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"pith_short_16","alias_value":"HWWCNACHMTMLT73R","created_at":"2026-07-05T11:55:36Z"},{"alias_kind":"pith_short_8","alias_value":"HWWCNACH","created_at":"2026-07-05T11:55:36Z"}],"graph_snapshots":[{"event_id":"sha256:8318db1e7f269e6bfc321ee48b11afedb5f141ddf929d9096430bab2c01110ba","target":"graph","created_at":"2026-07-05T11:55:36Z","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/2411.06723/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Chatbots or conversational agents (CAs) are increasingly used to improve access to digital psychotherapy. Many current systems rely on rigid, rule-based designs, heavily dependent on expert-crafted dialogue scripts for guiding therapeutic conversations. Although advances in large language models (LLMs) offer potential for more flexible interactions, their lack of controllability and explanability poses challenges in high-stakes contexts like psychotherapy. To address this, we conducted two studies in this work to explore how aligning LLMs with expert-crafted scripts can enhance psychotherapeut","authors_text":"Abdallah El Ali, Jan de Wit, Jiahuan Pei, Jos A.Bosch, Xin Sun, Zhuying Li","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-11-11T05:14:14Z","title":"Script-Strategy Aligned Generation: Aligning LLMs with Expert-Crafted Dialogue Scripts and Therapeutic Strategies for Psychotherapy"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.06723","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:c9cbd7bbcaef92168a4a9eeeb674e3504c7c944373d49f5da8a7c13fac8fa1e9","target":"record","created_at":"2026-07-05T11:55:36Z","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":"54bd5ad2aa833c07801be977006e0e58bb3e3a7adb047a2a4bb675622a5a8d24","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-11-11T05:14:14Z","title_canon_sha256":"0d67ff4da830e35ff1397fa068158336e344c4c6b20caeac1b39f6bded5c0dde"},"schema_version":"1.0","source":{"id":"2411.06723","kind":"arxiv","version":2}},"canonical_sha256":"3dac26804764d8b9ff7180336c16b25e0b6549edb1d91a8b81e7bf746b074e39","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3dac26804764d8b9ff7180336c16b25e0b6549edb1d91a8b81e7bf746b074e39","first_computed_at":"2026-07-05T11:55:36.813344Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:55:36.813344Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"w4uLSo4W/gaY2LOxY1dEsWkZ5tvxtEyRVJ1wo/g1s3goa5ArCjaujHzqFadcDNOOogYZDh9koyL7nxS0ptECAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:55:36.813864Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.06723","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c9cbd7bbcaef92168a4a9eeeb674e3504c7c944373d49f5da8a7c13fac8fa1e9","sha256:8318db1e7f269e6bfc321ee48b11afedb5f141ddf929d9096430bab2c01110ba"],"state_sha256":"cecc87e948e2ad43f0a2fd4f545e0f9fe0ce25ef501e6cb202a4ff6bde78fd8b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"31+uzWbeQA6pbhtpB3zRMj+8p5ruenyHGVmvYZHbO3lPlDZCGdCYbyX73GBcCKSpfqHt7l4aIMixgComE7L4Bg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T10:48:07.417172Z","bundle_sha256":"cfb1feb7ed03363c2124e74d6255fb6c50814d23b124a94678fdafbda3e7d1dd"}}