{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:ZVT3VSM35QQW3TCSLXP7O2GPW3","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":"c22027096feebb950edb98131bb82acb2822b38dd7e93667003ccd027a5376b1","cross_cats_sorted":["cs.AI","cs.CL","cs.SE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-08-05T12:54:13Z","title_canon_sha256":"3a748ee0711cb044f079c92a5753539c0c5c6d04c5839f7f3867f01aac72ef04"},"schema_version":"1.0","source":{"id":"2508.02823","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.02823","created_at":"2026-07-05T11:48:31Z"},{"alias_kind":"arxiv_version","alias_value":"2508.02823v1","created_at":"2026-07-05T11:48:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.02823","created_at":"2026-07-05T11:48:31Z"},{"alias_kind":"pith_short_12","alias_value":"ZVT3VSM35QQW","created_at":"2026-07-05T11:48:31Z"},{"alias_kind":"pith_short_16","alias_value":"ZVT3VSM35QQW3TCS","created_at":"2026-07-05T11:48:31Z"},{"alias_kind":"pith_short_8","alias_value":"ZVT3VSM3","created_at":"2026-07-05T11:48:31Z"}],"graph_snapshots":[{"event_id":"sha256:0a459321b30735302d943a0298671fad0be4c2aa08aa202a1ca2487181ebfd7c","target":"graph","created_at":"2026-07-05T11:48:31Z","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/2508.02823/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Conversational LLMs have been widely adopted by domain users with limited programming experience to solve domain problems. However, these users often face misalignment between their intent and generated code, resulting in frustration and rounds of clarification. This work first investigates the cause of this misalignment, which dues to bidirectional ambiguity: both user intents and coding tasks are inherently nonlinear, yet must be expressed and interpreted through linear prompts and code sequences. To address this, we propose direct intent-task matching, a new human-LLM interaction paradigm t","authors_text":"Huamin Qu, Jian Zhao, Jindu Wang, Leixian Shen, Linping Yuan, Shuchang Xu, Wenshuo Zhang","cross_cats":["cs.AI","cs.CL","cs.SE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-08-05T12:54:13Z","title":"NeuroSync: Intent-Aware Code-Based Problem Solving via Direct LLM Understanding Modification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.02823","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":"sha256:767bb164f5de8a8b22133e79dbde9b52d2dd7be76c2bd8b12a53ca532f67f4d2","target":"record","created_at":"2026-07-05T11:48:31Z","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":"c22027096feebb950edb98131bb82acb2822b38dd7e93667003ccd027a5376b1","cross_cats_sorted":["cs.AI","cs.CL","cs.SE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-08-05T12:54:13Z","title_canon_sha256":"3a748ee0711cb044f079c92a5753539c0c5c6d04c5839f7f3867f01aac72ef04"},"schema_version":"1.0","source":{"id":"2508.02823","kind":"arxiv","version":1}},"canonical_sha256":"cd67bac99bec216dcc525ddff768cfb6cf7afaf73e3e81c84919ed5b4da56119","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cd67bac99bec216dcc525ddff768cfb6cf7afaf73e3e81c84919ed5b4da56119","first_computed_at":"2026-07-05T11:48:31.628118Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:48:31.628118Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bFHRB8rXmBiwVit1DOu/94eGTyZ7Gy40fj6RYK0DkTMghoKNTICaXUW+L9yXIos21je96TK931RMGxY5hpxgAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:48:31.628658Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.02823","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:767bb164f5de8a8b22133e79dbde9b52d2dd7be76c2bd8b12a53ca532f67f4d2","sha256:0a459321b30735302d943a0298671fad0be4c2aa08aa202a1ca2487181ebfd7c"],"state_sha256":"a017fb192df2d6fb39cd1793bbab6dd9c7a971ab3e5ef4cb3856fa1bafeb61df"}