{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:424VBQH4WOQI5DJSEQWWDH5BJI","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":"24df43d2d4417012ca9fe7d65e743410cea0ce9eb77eb856ae1963ea63a802ff","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-10-25T23:32:12Z","title_canon_sha256":"3f5b81d856878761a827289f735096dffb53405928264d52a5e53ce8a86804d6"},"schema_version":"1.0","source":{"id":"2310.17054","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.17054","created_at":"2026-07-05T07:05:18Z"},{"alias_kind":"arxiv_version","alias_value":"2310.17054v1","created_at":"2026-07-05T07:05:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.17054","created_at":"2026-07-05T07:05:18Z"},{"alias_kind":"pith_short_12","alias_value":"424VBQH4WOQI","created_at":"2026-07-05T07:05:18Z"},{"alias_kind":"pith_short_16","alias_value":"424VBQH4WOQI5DJS","created_at":"2026-07-05T07:05:18Z"},{"alias_kind":"pith_short_8","alias_value":"424VBQH4","created_at":"2026-07-05T07:05:18Z"}],"graph_snapshots":[{"event_id":"sha256:f20e28d92b6ae483be03a19a72c988ba3a03c60774922f2f01554d2d72e53a77","target":"graph","created_at":"2026-07-05T07:05:18Z","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/2310.17054/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models (LLMs) such as GPT-3 have demonstrated a strong capability to generate coherent and contextually relevant text. However, amidst their successes, a crucial issue persists: their generated outputs still lack commonsense at times. Moreover, fine-tuning the entire LLM towards more commonsensical outputs is computationally expensive if not infeasible. In this paper, we present a computation-efficient framework that steers a frozen Pre-Trained Language Model (PTLM) towards more commonsensical generation (i.e., producing a plausible output that incorporates a list of concepts in","authors_text":"Felix Zhang, Nanyun Peng, Yufei Tian","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-10-25T23:32:12Z","title":"BOOST: Harnessing Black-Box Control to Boost Commonsense in LMs' Generation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.17054","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":"sha256:2bbfa7dd6e7faedc31c822fd298923616cc70f407867ef5f1d777ad7c2e97883","target":"record","created_at":"2026-07-05T07:05:18Z","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":"24df43d2d4417012ca9fe7d65e743410cea0ce9eb77eb856ae1963ea63a802ff","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-10-25T23:32:12Z","title_canon_sha256":"3f5b81d856878761a827289f735096dffb53405928264d52a5e53ce8a86804d6"},"schema_version":"1.0","source":{"id":"2310.17054","kind":"arxiv","version":1}},"canonical_sha256":"e6b950c0fcb3a08e8d32242d619fa14a3879f6570d22e2e51af818b886215e04","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e6b950c0fcb3a08e8d32242d619fa14a3879f6570d22e2e51af818b886215e04","first_computed_at":"2026-07-05T07:05:18.983970Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:05:18.983970Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"uP/ZnYuFOVxSoMVx8xNk4QvLll0zmf4a5UxZ/3mSAFPne85669UQ8Qa9p89T6zyCO6juoCAE4HVi3be3+yQWBA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:05:18.984467Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.17054","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2bbfa7dd6e7faedc31c822fd298923616cc70f407867ef5f1d777ad7c2e97883","sha256:f20e28d92b6ae483be03a19a72c988ba3a03c60774922f2f01554d2d72e53a77"],"state_sha256":"6b99ea2f042eac67fdb048bdde7ee49903523a233b041e8d3113d5d5716122b8"}