{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:EMM35O5FVCJ7I6OXFIS6IRTTRI","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":"1c3617758db034e4dbbca7c9a2b3d98eae350a5f93dfe1104e318b6aa7ffa184","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-23T10:30:09Z","title_canon_sha256":"dce75fa4edef844048593d005a6363bca637d677adf9ad4003f022959cd783a8"},"schema_version":"1.0","source":{"id":"2505.17712","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.17712","created_at":"2026-07-05T11:08:30Z"},{"alias_kind":"arxiv_version","alias_value":"2505.17712v1","created_at":"2026-07-05T11:08:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.17712","created_at":"2026-07-05T11:08:30Z"},{"alias_kind":"pith_short_12","alias_value":"EMM35O5FVCJ7","created_at":"2026-07-05T11:08:30Z"},{"alias_kind":"pith_short_16","alias_value":"EMM35O5FVCJ7I6OX","created_at":"2026-07-05T11:08:30Z"},{"alias_kind":"pith_short_8","alias_value":"EMM35O5F","created_at":"2026-07-05T11:08:30Z"}],"graph_snapshots":[{"event_id":"sha256:2dc2841e1064b96a90b00347a8fe551bece5383269798ad5c93cbeaceefb88a5","target":"graph","created_at":"2026-07-05T11:08:30Z","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/2505.17712/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Rapid integration of large language models (LLMs) into societal applications has intensified concerns about their alignment with universal ethical principles, as their internal value representations remain opaque despite behavioral alignment advancements. Current approaches struggle to systematically interpret how values are encoded in neural architectures, limited by datasets that prioritize superficial judgments over mechanistic analysis. We introduce ValueLocate, a mechanistic interpretability framework grounded in the Schwartz Values Survey, to address this gap. Our method first constructs","authors_text":"Di Wang, Jiayi Zhang, Lijie Hu, Shu Yang, Xinhai Wang, Yi Su","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-23T10:30:09Z","title":"Understanding How Value Neurons Shape the Generation of Specified Values in LLMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.17712","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":"sha256:292a1249005932382a38924a515cb0f9cc804910ad5b2821edf9a30fe8508200","target":"record","created_at":"2026-07-05T11:08:30Z","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":"1c3617758db034e4dbbca7c9a2b3d98eae350a5f93dfe1104e318b6aa7ffa184","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-05-23T10:30:09Z","title_canon_sha256":"dce75fa4edef844048593d005a6363bca637d677adf9ad4003f022959cd783a8"},"schema_version":"1.0","source":{"id":"2505.17712","kind":"arxiv","version":1}},"canonical_sha256":"2319bebba5a893f479d72a25e446738a0e7798a3bc69dad48ef1368d232b231c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2319bebba5a893f479d72a25e446738a0e7798a3bc69dad48ef1368d232b231c","first_computed_at":"2026-07-05T11:08:30.692909Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:08:30.692909Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cCeqFbL1jg8901LDPTDYys7s39UQD/l7wlMTgt6yr+zjIBFyG9EDomuapnkjBTecuIj1UunC1tjWOX7BTBO1Dg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:08:30.693463Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.17712","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:292a1249005932382a38924a515cb0f9cc804910ad5b2821edf9a30fe8508200","sha256:2dc2841e1064b96a90b00347a8fe551bece5383269798ad5c93cbeaceefb88a5"],"state_sha256":"247c208efee23cea4740ff7d3b5ebfa3eef8e670a4ec5554897ee0944ee49517"}