{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:2KZB3R3BRVSEAWT46WGPNFPZUI","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":"f298f8b5c524fb990a74271996abd9ae88e8293371bb463bb23faa40cdaf1913","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-06-13T12:17:38Z","title_canon_sha256":"3cc9fe1b289c1cc3855a14f9cf0ee5dcd476fd76578ca1a7cdc72bf521aecd05"},"schema_version":"1.0","source":{"id":"2506.11702","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.11702","created_at":"2026-07-05T11:21:09Z"},{"alias_kind":"arxiv_version","alias_value":"2506.11702v1","created_at":"2026-07-05T11:21:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.11702","created_at":"2026-07-05T11:21:09Z"},{"alias_kind":"pith_short_12","alias_value":"2KZB3R3BRVSE","created_at":"2026-07-05T11:21:09Z"},{"alias_kind":"pith_short_16","alias_value":"2KZB3R3BRVSEAWT4","created_at":"2026-07-05T11:21:09Z"},{"alias_kind":"pith_short_8","alias_value":"2KZB3R3B","created_at":"2026-07-05T11:21:09Z"}],"graph_snapshots":[{"event_id":"sha256:513b898755eb11af72f842af37a030061134200e6a1bb65d6b067ab777082d83","target":"graph","created_at":"2026-07-05T11:21:09Z","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/2506.11702/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Models of human feedback for AI alignment, such as those underpinning Direct Preference Optimization (DPO), often bake in a singular, static set of preferences, limiting adaptability. This paper challenges the assumption of monolithic preferences by introducing Configurable Preference Tuning (CPT), a novel framework for endowing language models with the ability to dynamically adjust their behavior based on explicit, human-interpretable directives. CPT leverages synthetically generated preference data, conditioned on system prompts derived from structured, fine-grained rubrics that define desir","authors_text":"V\\'ictor Gallego","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-06-13T12:17:38Z","title":"Configurable Preference Tuning with Rubric-Guided Synthetic Data"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.11702","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":"sha256:74c9368e7aa2911fb386c862ae19d878a6c76d803154cb06c093aaf62e2f1126","target":"record","created_at":"2026-07-05T11:21:09Z","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":"f298f8b5c524fb990a74271996abd9ae88e8293371bb463bb23faa40cdaf1913","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-06-13T12:17:38Z","title_canon_sha256":"3cc9fe1b289c1cc3855a14f9cf0ee5dcd476fd76578ca1a7cdc72bf521aecd05"},"schema_version":"1.0","source":{"id":"2506.11702","kind":"arxiv","version":1}},"canonical_sha256":"d2b21dc7618d64405a7cf58cf695f9a21e2aba2db568538f5453d7e7b3e048fc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d2b21dc7618d64405a7cf58cf695f9a21e2aba2db568538f5453d7e7b3e048fc","first_computed_at":"2026-07-05T11:21:09.421048Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:21:09.421048Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gTXCM8JYsODZRGyRVA+RnYGR9ikjwNSl8Y7ZkSuqr1mWD6oxsA+rsW1QTEoWnVyVQIWPzcPVS9vRhgtzsHN3Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:21:09.421530Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.11702","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:74c9368e7aa2911fb386c862ae19d878a6c76d803154cb06c093aaf62e2f1126","sha256:513b898755eb11af72f842af37a030061134200e6a1bb65d6b067ab777082d83"],"state_sha256":"e7d0a069b588a35007e3646785c424787ccd466543d3e6e50cb5426f9403e22b"}