{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:5B7UNC4V2KMKK5JOZAI5G6F7JC","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":"b3fda966c22589597f346230b7a40704e934f969018bf208fcc5ef47b12c607f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-11-14T23:40:22Z","title_canon_sha256":"645a6771b3463ddda0b6bc36022dd517a8106fd54dfcaddec22e85c54039de4b"},"schema_version":"1.0","source":{"id":"2311.08596","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.08596","created_at":"2026-07-05T07:47:45Z"},{"alias_kind":"arxiv_version","alias_value":"2311.08596v2","created_at":"2026-07-05T07:47:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.08596","created_at":"2026-07-05T07:47:45Z"},{"alias_kind":"pith_short_12","alias_value":"5B7UNC4V2KMK","created_at":"2026-07-05T07:47:45Z"},{"alias_kind":"pith_short_16","alias_value":"5B7UNC4V2KMKK5JO","created_at":"2026-07-05T07:47:45Z"},{"alias_kind":"pith_short_8","alias_value":"5B7UNC4V","created_at":"2026-07-05T07:47:45Z"}],"graph_snapshots":[{"event_id":"sha256:0f3cb41c39fa5023d8e7f11810479b57be9a9fec6f818becdc64e37cfd5a15dc","target":"graph","created_at":"2026-07-05T07:47:45Z","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/2311.08596/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The interactive nature of Large Language Models (LLMs) theoretically allows models to refine and improve their answers, yet systematic analysis of the multi-turn behavior of LLMs remains limited. In this paper, we propose the FlipFlop experiment: in the first round of the conversation, an LLM completes a classification task. In a second round, the LLM is challenged with a follow-up phrase like \"Are you sure?\", offering an opportunity for the model to reflect on its initial answer, and decide whether to confirm or flip its answer. A systematic study of ten LLMs on seven classification tasks rev","authors_text":"Caiming Xiong, Chien-Sheng Wu, Lidiya Murakhovs'ka, Philippe Laban","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-11-14T23:40:22Z","title":"Are You Sure? Challenging LLMs Leads to Performance Drops in The FlipFlop Experiment"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.08596","kind":"arxiv","version":2},"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":"sha256:0309cea42b8a46cfd5714747df39203bcdcb8603057e7e2a23cbb122c0c0d37f","target":"record","created_at":"2026-07-05T07:47:45Z","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":"b3fda966c22589597f346230b7a40704e934f969018bf208fcc5ef47b12c607f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-11-14T23:40:22Z","title_canon_sha256":"645a6771b3463ddda0b6bc36022dd517a8106fd54dfcaddec22e85c54039de4b"},"schema_version":"1.0","source":{"id":"2311.08596","kind":"arxiv","version":2}},"canonical_sha256":"e87f468b95d298a5752ec811d378bf48a0111d172d169c12c59ba2d1e60c0ec6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e87f468b95d298a5752ec811d378bf48a0111d172d169c12c59ba2d1e60c0ec6","first_computed_at":"2026-07-05T07:47:45.687547Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:47:45.687547Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"CxLEaSqsPMftsRy36EhOBGrum1qjRV261zKaiwV19mNQQI61qSN4nyBc1/bCu035CW3o5BDoAq9chYmUgLOkCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:47:45.688114Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.08596","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0309cea42b8a46cfd5714747df39203bcdcb8603057e7e2a23cbb122c0c0d37f","sha256:0f3cb41c39fa5023d8e7f11810479b57be9a9fec6f818becdc64e37cfd5a15dc"],"state_sha256":"715b55d398d41b4831bc3c308dedbfdbbc927a157489a1d590097dcc51aca63e"}