{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:UDMK22WK7ZPPMILTMSR3BIEJX4","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":"d42b24f9d3a367fce31566fc67af79dad49a2563c7343900c29b9054205a3c43","cross_cats_sorted":["cs.CY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-12-21T15:46:36Z","title_canon_sha256":"c9153f3bdb0494723f1f4e718b5f431e26d44a0e05e79842126042d93b234650"},"schema_version":"1.0","source":{"id":"2312.13961","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.13961","created_at":"2026-07-05T07:26:58Z"},{"alias_kind":"arxiv_version","alias_value":"2312.13961v1","created_at":"2026-07-05T07:26:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.13961","created_at":"2026-07-05T07:26:58Z"},{"alias_kind":"pith_short_12","alias_value":"UDMK22WK7ZPP","created_at":"2026-07-05T07:26:58Z"},{"alias_kind":"pith_short_16","alias_value":"UDMK22WK7ZPPMILT","created_at":"2026-07-05T07:26:58Z"},{"alias_kind":"pith_short_8","alias_value":"UDMK22WK","created_at":"2026-07-05T07:26:58Z"}],"graph_snapshots":[{"event_id":"sha256:0e3e81184c72d6f478bd86b106b1b92a492bee2d5188e856d1749db2989e50e7","target":"graph","created_at":"2026-07-05T07:26:58Z","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/2312.13961/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"ChatGPT, GPT-3.5, and other large language models (LLMs) have drawn significant attention since their release, and the abilities of these models have been investigated for a wide variety of tasks. In this research we investigate to what extent GPT-3.5 can generate human-like comments on Dutch news articles. We define human likeness as `not distinguishable from human comments', approximated by the difficulty of automatic classification between human and GPT comments. We analyze human likeness across multiple prompting techniques. In particular, we utilize zero-shot, few-shot and context prompts","authors_text":"Peter van der Putten, Rayden Tseng, Suzan Verberne","cross_cats":["cs.CY"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-12-21T15:46:36Z","title":"ChatGPT as a commenter to the news: can LLMs generate human-like opinions?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.13961","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":"sha256:3d0ada11f0a00b82a58d20aea4def550ad006fbfc00fcbcbe871e9eae8bbf4ed","target":"record","created_at":"2026-07-05T07:26:58Z","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":"d42b24f9d3a367fce31566fc67af79dad49a2563c7343900c29b9054205a3c43","cross_cats_sorted":["cs.CY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-12-21T15:46:36Z","title_canon_sha256":"c9153f3bdb0494723f1f4e718b5f431e26d44a0e05e79842126042d93b234650"},"schema_version":"1.0","source":{"id":"2312.13961","kind":"arxiv","version":1}},"canonical_sha256":"a0d8ad6acafe5ef6217364a3b0a089bf12e7f6bf78106271fa77d43b7229f62d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a0d8ad6acafe5ef6217364a3b0a089bf12e7f6bf78106271fa77d43b7229f62d","first_computed_at":"2026-07-05T07:26:58.675089Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:26:58.675089Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"py7CnYpRU/ziVkxb8soESloK3ceVYHIu8IbDcodVg3cpD4SZPEwoW9r2SQgmONrJpbHpRKeOXT5wKADJomlEAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:26:58.675611Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.13961","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3d0ada11f0a00b82a58d20aea4def550ad006fbfc00fcbcbe871e9eae8bbf4ed","sha256:0e3e81184c72d6f478bd86b106b1b92a492bee2d5188e856d1749db2989e50e7"],"state_sha256":"883c98f146b8cfd6f42b5814a821313dcce2d44395c5fc405ff5322653f27c2e"}