{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:27YKPGVRBBWYWDJB2GMODKJCGT","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":"350343c5f00273adbc6356ef850ad7e6dc6eef76c11786e941d2910afcef46d9","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-12-01T20:24:19Z","title_canon_sha256":"d52a9fc4b905f254c2d80e0878169e2248afab3444f2328dd6a5a0487019e84e"},"schema_version":"1.0","source":{"id":"2212.00857","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2212.00857","created_at":"2026-07-05T05:21:46Z"},{"alias_kind":"arxiv_version","alias_value":"2212.00857v1","created_at":"2026-07-05T05:21:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2212.00857","created_at":"2026-07-05T05:21:46Z"},{"alias_kind":"pith_short_12","alias_value":"27YKPGVRBBWY","created_at":"2026-07-05T05:21:46Z"},{"alias_kind":"pith_short_16","alias_value":"27YKPGVRBBWYWDJB","created_at":"2026-07-05T05:21:46Z"},{"alias_kind":"pith_short_8","alias_value":"27YKPGVR","created_at":"2026-07-05T05:21:46Z"}],"graph_snapshots":[{"event_id":"sha256:7857a9cdd5fde33ca6960ca3e1fdad063db8bf3e750bb39d964175339ea64fd2","target":"graph","created_at":"2026-07-05T05:21:46Z","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/2212.00857/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper provides an introductory survey to GPT-3. We cover some of the historical development behind this technology, some of the key features of GPT-3, and discuss the machine learning model and the datasets used. We survey both academic and commercial efforts applying GPT-3 in diverse domains such as developing conversational AI chatbots, software development, creative work, domain knowledge, and business productivity. We discuss some of the challenges that GPT-3 faces such as the problems of training complexity, bias, and hallucination/incorrect answers. We also discuss the future resear","authors_text":"Bhaskar Krishnamachari, Mingyu Zong","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-12-01T20:24:19Z","title":"a survey on GPT-3"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2212.00857","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":"sha256:809c1c8c0c3c3e763acfe76c115931b3927373c944d292cf86a65cba033e0dc2","target":"record","created_at":"2026-07-05T05:21:46Z","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":"350343c5f00273adbc6356ef850ad7e6dc6eef76c11786e941d2910afcef46d9","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2022-12-01T20:24:19Z","title_canon_sha256":"d52a9fc4b905f254c2d80e0878169e2248afab3444f2328dd6a5a0487019e84e"},"schema_version":"1.0","source":{"id":"2212.00857","kind":"arxiv","version":1}},"canonical_sha256":"d7f0a79ab1086d8b0d21d198e1a92234d6dd4bef5f0db3d22ec7b6a52073939d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d7f0a79ab1086d8b0d21d198e1a92234d6dd4bef5f0db3d22ec7b6a52073939d","first_computed_at":"2026-07-05T05:21:46.481854Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:21:46.481854Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"0XdGDDw+eZGIpmQO2y5vLeOI0GMm2EoxO4jY478FaVb3yX4q7T609M5SdBRAh1z0IIqs/DOO1PxZv/2GbA7qAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T05:21:46.482366Z","signed_message":"canonical_sha256_bytes"},"source_id":"2212.00857","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:809c1c8c0c3c3e763acfe76c115931b3927373c944d292cf86a65cba033e0dc2","sha256:7857a9cdd5fde33ca6960ca3e1fdad063db8bf3e750bb39d964175339ea64fd2"],"state_sha256":"e06d5c78f7f36d3cbb718cecf67225d2554c70174b93464b002145a3a68651c7"}