{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:INA6TJIVEKGY27Q7RGMJNREVE6","short_pith_number":"pith:INA6TJIV","canonical_record":{"source":{"id":"2606.04389","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-06-03T03:09:10Z","cross_cats_sorted":[],"title_canon_sha256":"b5d1bceb24bfe0306ddf18d13967a99b7793c69d5df30028a9c318d6c850b601","abstract_canon_sha256":"28624319f3265a5d91a6d8803a6b4b90d2203c51fdb02dee0bc26abfdf932770"},"schema_version":"1.0"},"canonical_sha256":"4341e9a515228d8d7e1f899896c49527a33db054b71beead4c520fb4bfb68f89","source":{"kind":"arxiv","id":"2606.04389","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04389","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04389v1","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04389","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_12","alias_value":"INA6TJIVEKGY","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_16","alias_value":"INA6TJIVEKGY27Q7","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_8","alias_value":"INA6TJIV","created_at":"2026-06-04T01:09:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:INA6TJIVEKGY27Q7RGMJNREVE6","target":"record","payload":{"canonical_record":{"source":{"id":"2606.04389","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-06-03T03:09:10Z","cross_cats_sorted":[],"title_canon_sha256":"b5d1bceb24bfe0306ddf18d13967a99b7793c69d5df30028a9c318d6c850b601","abstract_canon_sha256":"28624319f3265a5d91a6d8803a6b4b90d2203c51fdb02dee0bc26abfdf932770"},"schema_version":"1.0"},"canonical_sha256":"4341e9a515228d8d7e1f899896c49527a33db054b71beead4c520fb4bfb68f89","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-04T01:09:06.255454Z","signature_b64":"99XfnoQ0CFmo8cMqXC5avIhWdS4KBawv36bMm0uZJ6ymqiXQERxlZMvLGAWGe08V5lNrQB6v/KMdV5/C/sDfCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4341e9a515228d8d7e1f899896c49527a33db054b71beead4c520fb4bfb68f89","last_reissued_at":"2026-06-04T01:09:06.254870Z","signature_status":"signed_v1","first_computed_at":"2026-06-04T01:09:06.254870Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.04389","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-04T01:09:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"niIJrqE1RN/TPVxkf+Z39PRXdJQyemYDm+9CIJECifOKIqUGVNgJeGuLRdGoATapcmt0PAlUE+mqOf4dJtMlDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-20T08:44:52.838682Z"},"content_sha256":"b831450b1ab74f61236e8ebca6a91dfeaa3047c5b0d72cddea64074708535051","schema_version":"1.0","event_id":"sha256:b831450b1ab74f61236e8ebca6a91dfeaa3047c5b0d72cddea64074708535051"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:INA6TJIVEKGY27Q7RGMJNREVE6","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"When Clients Stop Following: A Cognitive Conceptualization Diagram-driven Framework for Strategic Counseling","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Bin Hu, Chang Liu, Changsheng Ma, Junyi Zhao, Minqiang Yang, Yihao Qin, Yongfeng Tao","submitted_at":"2026-06-03T03:09:10Z","abstract_excerpt":"Large Language Models (LLMs) show promise in psychological counseling, yet existing benchmarks rely heavily on highly cooperative simulated clients. We observe a critical counselor-following phenomenon: these clients often rapidly shift from resistance to compliance after only a few turns, creating an illusion of therapeutic progress and inflating scores under current evaluation protocols through superficial empathy. To address this evaluation mismatch, we propose a Cognitive Behavioral Therapy (CBT)-grounded resistance-aware framework. We introduce CARS, a client simulator that explicitly mod"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04389","kind":"arxiv","version":1},"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/2606.04389/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":"2026-06-04T01:09:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gKbTInWHz7ilo/wUy/5p5U7ASVAl5xCpoT+Jf17r/ywd5AyeSnSlrqC0W6UZqatlUVd9n0xkn4PC6hjYyyEiBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-20T08:44:52.839052Z"},"content_sha256":"0b49b8a571cc5123b154c9b4d5edd0c64aa0c858813a121da137ae33c901222a","schema_version":"1.0","event_id":"sha256:0b49b8a571cc5123b154c9b4d5edd0c64aa0c858813a121da137ae33c901222a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/INA6TJIVEKGY27Q7RGMJNREVE6/bundle.json","state_url":"https://pith.science/pith/INA6TJIVEKGY27Q7RGMJNREVE6/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/INA6TJIVEKGY27Q7RGMJNREVE6/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":"2026-06-20T08:44:52Z","links":{"resolver":"https://pith.science/pith/INA6TJIVEKGY27Q7RGMJNREVE6","bundle":"https://pith.science/pith/INA6TJIVEKGY27Q7RGMJNREVE6/bundle.json","state":"https://pith.science/pith/INA6TJIVEKGY27Q7RGMJNREVE6/state.json","well_known_bundle":"https://pith.science/.well-known/pith/INA6TJIVEKGY27Q7RGMJNREVE6/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:INA6TJIVEKGY27Q7RGMJNREVE6","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":"28624319f3265a5d91a6d8803a6b4b90d2203c51fdb02dee0bc26abfdf932770","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-06-03T03:09:10Z","title_canon_sha256":"b5d1bceb24bfe0306ddf18d13967a99b7793c69d5df30028a9c318d6c850b601"},"schema_version":"1.0","source":{"id":"2606.04389","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04389","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04389v1","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04389","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_12","alias_value":"INA6TJIVEKGY","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_16","alias_value":"INA6TJIVEKGY27Q7","created_at":"2026-06-04T01:09:06Z"},{"alias_kind":"pith_short_8","alias_value":"INA6TJIV","created_at":"2026-06-04T01:09:06Z"}],"graph_snapshots":[{"event_id":"sha256:0b49b8a571cc5123b154c9b4d5edd0c64aa0c858813a121da137ae33c901222a","target":"graph","created_at":"2026-06-04T01:09:06Z","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/2606.04389/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) show promise in psychological counseling, yet existing benchmarks rely heavily on highly cooperative simulated clients. We observe a critical counselor-following phenomenon: these clients often rapidly shift from resistance to compliance after only a few turns, creating an illusion of therapeutic progress and inflating scores under current evaluation protocols through superficial empathy. To address this evaluation mismatch, we propose a Cognitive Behavioral Therapy (CBT)-grounded resistance-aware framework. We introduce CARS, a client simulator that explicitly mod","authors_text":"Bin Hu, Chang Liu, Changsheng Ma, Junyi Zhao, Minqiang Yang, Yihao Qin, Yongfeng Tao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-06-03T03:09:10Z","title":"When Clients Stop Following: A Cognitive Conceptualization Diagram-driven Framework for Strategic Counseling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04389","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:b831450b1ab74f61236e8ebca6a91dfeaa3047c5b0d72cddea64074708535051","target":"record","created_at":"2026-06-04T01:09:06Z","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":"28624319f3265a5d91a6d8803a6b4b90d2203c51fdb02dee0bc26abfdf932770","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-06-03T03:09:10Z","title_canon_sha256":"b5d1bceb24bfe0306ddf18d13967a99b7793c69d5df30028a9c318d6c850b601"},"schema_version":"1.0","source":{"id":"2606.04389","kind":"arxiv","version":1}},"canonical_sha256":"4341e9a515228d8d7e1f899896c49527a33db054b71beead4c520fb4bfb68f89","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4341e9a515228d8d7e1f899896c49527a33db054b71beead4c520fb4bfb68f89","first_computed_at":"2026-06-04T01:09:06.254870Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-04T01:09:06.254870Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"99XfnoQ0CFmo8cMqXC5avIhWdS4KBawv36bMm0uZJ6ymqiXQERxlZMvLGAWGe08V5lNrQB6v/KMdV5/C/sDfCQ==","signature_status":"signed_v1","signed_at":"2026-06-04T01:09:06.255454Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.04389","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b831450b1ab74f61236e8ebca6a91dfeaa3047c5b0d72cddea64074708535051","sha256:0b49b8a571cc5123b154c9b4d5edd0c64aa0c858813a121da137ae33c901222a"],"state_sha256":"de76295933efd41329a968a1fe0fbf0544a1bf22caba89e3d986b312b6a0a8fc"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5nfxTN2OjMiqR1BtI1nA9cFHrux2a0PnVm2Dl+plb+qLqO/UTa9NIMVMIksMMEXj/kAl4BXgObxkhRH+3DrPBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-20T08:44:52.841036Z","bundle_sha256":"1d8bdde32960773d667ad80546884a3df227d46abd77293d561c8f9c4a579fe3"}}