{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:SPS5PIG63ECBCXGQ5SDGIOUAIR","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":"6877856794c3eb8da3ed4576783f445977917318fa85a6ab35ce500638613826","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-05-31T04:50:29Z","title_canon_sha256":"5eae51d5cbe1e9dc791974725e48692c99202ab7a2fc4b423888cb75111ab82e"},"schema_version":"1.0","source":{"id":"2305.19555","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.19555","created_at":"2026-07-05T07:29:38Z"},{"alias_kind":"arxiv_version","alias_value":"2305.19555v3","created_at":"2026-07-05T07:29:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.19555","created_at":"2026-07-05T07:29:38Z"},{"alias_kind":"pith_short_12","alias_value":"SPS5PIG63ECB","created_at":"2026-07-05T07:29:38Z"},{"alias_kind":"pith_short_16","alias_value":"SPS5PIG63ECBCXGQ","created_at":"2026-07-05T07:29:38Z"},{"alias_kind":"pith_short_8","alias_value":"SPS5PIG6","created_at":"2026-07-05T07:29:38Z"}],"graph_snapshots":[{"event_id":"sha256:e4fe12cef528b760dc208af21bba331474c2d7efb402aac84ba3477139c57c96","target":"graph","created_at":"2026-07-05T07:29:38Z","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/2305.19555/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models have shown tremendous performance on a large variety of natural language processing tasks, ranging from text comprehension to common sense reasoning. However, the mechanisms responsible for this success remain opaque, and it is unclear whether LLMs can achieve human-like cognitive capabilities or whether these models are still fundamentally circumscribed. Abstract reasoning is a fundamental task for cognition, consisting of finding and applying a general pattern from few data. Evaluating deep neural architectures on this task could give insight into their potential limita","authors_text":"Ga\\\"el Gendron, Gillian Dobbie, Michael Witbrock, Qiming Bao","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-05-31T04:50:29Z","title":"Large Language Models Are Not Strong Abstract Reasoners"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.19555","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":"sha256:76fb31042baf00564c766bb40e9d1884ccdef781e0e91c14c27d41f7b0b4e2f4","target":"record","created_at":"2026-07-05T07:29:38Z","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":"6877856794c3eb8da3ed4576783f445977917318fa85a6ab35ce500638613826","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-05-31T04:50:29Z","title_canon_sha256":"5eae51d5cbe1e9dc791974725e48692c99202ab7a2fc4b423888cb75111ab82e"},"schema_version":"1.0","source":{"id":"2305.19555","kind":"arxiv","version":3}},"canonical_sha256":"93e5d7a0ded904115cd0ec86643a804452696ed7f3ee07c7afa9ec375df5b585","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"93e5d7a0ded904115cd0ec86643a804452696ed7f3ee07c7afa9ec375df5b585","first_computed_at":"2026-07-05T07:29:38.758489Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:29:38.758489Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LEVcCYrbGqpkKHV+Mc3Bgc3XFEujIj97rxhcgzIzWrkwquFZF7YLjEYUJHDIOhWw5kCZ3hHXTCPTq0sfNV5qBw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:29:38.758937Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.19555","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:76fb31042baf00564c766bb40e9d1884ccdef781e0e91c14c27d41f7b0b4e2f4","sha256:e4fe12cef528b760dc208af21bba331474c2d7efb402aac84ba3477139c57c96"],"state_sha256":"807775badbff9007a0194ea19436d93cc42383991ac68a76a50b5884cfca79cf"}