{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:FUB2PBZWJYQYAKEY7ZNE4R2JDW","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":"ab6c02b6cb4718ceaaf2ee8215207fdcd62c6fc3e609baa84241944366085d78","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-01-11T01:52:25Z","title_canon_sha256":"1d242b20da421aa1134c0e7a8f9cab778075c3f58c46d95d7c04ee38df64d0dd"},"schema_version":"1.0","source":{"id":"2401.05618","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.05618","created_at":"2026-07-05T10:30:52Z"},{"alias_kind":"arxiv_version","alias_value":"2401.05618v3","created_at":"2026-07-05T10:30:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.05618","created_at":"2026-07-05T10:30:52Z"},{"alias_kind":"pith_short_12","alias_value":"FUB2PBZWJYQY","created_at":"2026-07-05T10:30:52Z"},{"alias_kind":"pith_short_16","alias_value":"FUB2PBZWJYQYAKEY","created_at":"2026-07-05T10:30:52Z"},{"alias_kind":"pith_short_8","alias_value":"FUB2PBZW","created_at":"2026-07-05T10:30:52Z"}],"graph_snapshots":[{"event_id":"sha256:d665046a7ac4af26021e49cd5ea7dc18d1b5d72af8eb35ad4321ba838ff18d11","target":"graph","created_at":"2026-07-05T10:30:52Z","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/2401.05618/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we introduce Concise Chain-of-Thought (CCoT) prompting. We compared standard CoT and CCoT prompts to see how conciseness impacts response length and correct-answer accuracy. We evaluated this using GPT-3.5 and GPT-4 with a multiple-choice question-and-answer (MCQA) benchmark. CCoT reduced average response length by 48.70% for both GPT-3.5 and GPT-4 while having a negligible impact on problem-solving performance. However, on math problems, GPT-3.5 with CCoT incurs a performance penalty of 27.69%. Overall, CCoT leads to an average per-token cost reduction of 22.67%. All code, data","authors_text":"Erhan Guven, Matthew Renze","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-01-11T01:52:25Z","title":"The Benefits of a Concise Chain of Thought on Problem-Solving in Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.05618","kind":"arxiv","version":3},"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:de6d959adde0949fd49d55be47a766f0b832984c06960bcafdb33d544cfafb60","target":"record","created_at":"2026-07-05T10:30:52Z","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":"ab6c02b6cb4718ceaaf2ee8215207fdcd62c6fc3e609baa84241944366085d78","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-01-11T01:52:25Z","title_canon_sha256":"1d242b20da421aa1134c0e7a8f9cab778075c3f58c46d95d7c04ee38df64d0dd"},"schema_version":"1.0","source":{"id":"2401.05618","kind":"arxiv","version":3}},"canonical_sha256":"2d03a787364e21802898fe5a4e47491db664a5fe1e2a078b9c5255af376989a9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2d03a787364e21802898fe5a4e47491db664a5fe1e2a078b9c5255af376989a9","first_computed_at":"2026-07-05T10:30:52.545663Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:30:52.545663Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ekWHHjzTfO8JrRpIFSHntqkOxrV6Rk4zVAEGLJQ6wqYmhqABrPbv/2bEwhAY6BxOxS7rFFT4KwJPRJQG0SwWDA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:30:52.546489Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.05618","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:de6d959adde0949fd49d55be47a766f0b832984c06960bcafdb33d544cfafb60","sha256:d665046a7ac4af26021e49cd5ea7dc18d1b5d72af8eb35ad4321ba838ff18d11"],"state_sha256":"72fa7ec54a3e6faee3cfe6d6f18625b5e285bee7910d23cc0a167099b5ecf749"}