{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ZRICC73LEGA75Z6HILH34BXATB","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":"243136f0f1d0988c4019522df0ee69b80dfb1a9d2bc93da22a5a105b1099182e","cross_cats_sorted":["cs.CL","cs.HC","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-03-30T10:32:18Z","title_canon_sha256":"81e6f166e326b947173404af339a075bfdac23a507393d86152ca5556441fa39"},"schema_version":"1.0","source":{"id":"2303.17276","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.17276","created_at":"2026-07-05T05:56:32Z"},{"alias_kind":"arxiv_version","alias_value":"2303.17276v1","created_at":"2026-07-05T05:56:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.17276","created_at":"2026-07-05T05:56:32Z"},{"alias_kind":"pith_short_12","alias_value":"ZRICC73LEGA7","created_at":"2026-07-05T05:56:32Z"},{"alias_kind":"pith_short_16","alias_value":"ZRICC73LEGA75Z6H","created_at":"2026-07-05T05:56:32Z"},{"alias_kind":"pith_short_8","alias_value":"ZRICC73L","created_at":"2026-07-05T05:56:32Z"}],"graph_snapshots":[{"event_id":"sha256:a6f810facfd4754798febd8a86a338904df9469fdae6a48c295c337923fac25c","target":"graph","created_at":"2026-07-05T05:56:32Z","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/2303.17276/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Increase in computational scale and fine-tuning has seen a dramatic improvement in the quality of outputs of large language models (LLMs) like GPT. Given that both GPT-3 and GPT-4 were trained on large quantities of human-generated text, we might ask to what extent their outputs reflect patterns of human thinking, both for correct and incorrect cases. The Erotetic Theory of Reason (ETR) provides a symbolic generative model of both human success and failure in thinking, across propositional, quantified, and probabilistic reasoning, as well as decision-making. We presented GPT-3, GPT-3.5, and GP","authors_text":"Philipp Koralus, Vincent Wang-Ma\\'scianica","cross_cats":["cs.CL","cs.HC","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-03-30T10:32:18Z","title":"Humans in Humans Out: On GPT Converging Toward Common Sense in both Success and Failure"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.17276","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:f67a9e6174196d3b88a0b5176e92cde022d14819ab0deafb78b04e87c0a13c85","target":"record","created_at":"2026-07-05T05:56:32Z","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":"243136f0f1d0988c4019522df0ee69b80dfb1a9d2bc93da22a5a105b1099182e","cross_cats_sorted":["cs.CL","cs.HC","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-03-30T10:32:18Z","title_canon_sha256":"81e6f166e326b947173404af339a075bfdac23a507393d86152ca5556441fa39"},"schema_version":"1.0","source":{"id":"2303.17276","kind":"arxiv","version":1}},"canonical_sha256":"cc50217f6b2181fee7c742cfbe06e09871c1dec0dab0b2d5b40f1b53b9c9b8bd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cc50217f6b2181fee7c742cfbe06e09871c1dec0dab0b2d5b40f1b53b9c9b8bd","first_computed_at":"2026-07-05T05:56:32.353095Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:56:32.353095Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ey9ncc/Fg8sxVNbKVUc1Jd50AbGye8KNeh4h6J4kr8ocgwpTLIeOT53A/vpKLJuoR0OTfFUXuVv0lwmi+1KOCg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:56:32.353479Z","signed_message":"canonical_sha256_bytes"},"source_id":"2303.17276","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f67a9e6174196d3b88a0b5176e92cde022d14819ab0deafb78b04e87c0a13c85","sha256:a6f810facfd4754798febd8a86a338904df9469fdae6a48c295c337923fac25c"],"state_sha256":"5b22f7e5fcb8bb01d55ee2eec15ac8f9f3f8b633e0285221c83c179731bd31d4"}