{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:SOQRYLVMAGA55VXL332R4RL6UZ","short_pith_number":"pith:SOQRYLVM","canonical_record":{"source":{"id":"2305.09993","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-17T06:35:43Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"5c2283e93df8eda801560f89e712806c37e2ae90d0b7cb0ef99a1222c64d4416","abstract_canon_sha256":"5f3bd0a29031fcf8e54d91c5463e57f75130055d36537a403af1c5312b33700e"},"schema_version":"1.0"},"canonical_sha256":"93a11c2eac0181ded6ebdef51e457ea671f8efc05ac08d9341775a4b8e889747","source":{"kind":"arxiv","id":"2305.09993","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.09993","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"arxiv_version","alias_value":"2305.09993v2","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.09993","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"pith_short_12","alias_value":"SOQRYLVMAGA5","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"pith_short_16","alias_value":"SOQRYLVMAGA55VXL","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"pith_short_8","alias_value":"SOQRYLVM","created_at":"2026-07-05T08:22:31Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:SOQRYLVMAGA55VXL332R4RL6UZ","target":"record","payload":{"canonical_record":{"source":{"id":"2305.09993","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-17T06:35:43Z","cross_cats_sorted":["cs.AI","cs.CL"],"title_canon_sha256":"5c2283e93df8eda801560f89e712806c37e2ae90d0b7cb0ef99a1222c64d4416","abstract_canon_sha256":"5f3bd0a29031fcf8e54d91c5463e57f75130055d36537a403af1c5312b33700e"},"schema_version":"1.0"},"canonical_sha256":"93a11c2eac0181ded6ebdef51e457ea671f8efc05ac08d9341775a4b8e889747","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:22:31.450110Z","signature_b64":"/mq8qRW6LOt0CqXD4dpXHZWsRjRiErM6mPAjBY4O0uYFYmvut9mNN54w507V5CC8886HlTpw7Pv7E+2UJ1WmBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"93a11c2eac0181ded6ebdef51e457ea671f8efc05ac08d9341775a4b8e889747","last_reissued_at":"2026-07-05T08:22:31.449664Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:22:31.449664Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2305.09993","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:22:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"U9gF30XqK62toOMFstVcg/3oQktS8osZ2R6jFfpy88nwc5opYPJYH84MuXDyfo6UlZiYHbBsY4kfKSToBQNqBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T11:47:36.308571Z"},"content_sha256":"6f759654d698ad4eb666cf5c17bc9c37c10056ec161192529f74c3880fbe5326","schema_version":"1.0","event_id":"sha256:6f759654d698ad4eb666cf5c17bc9c37c10056ec161192529f74c3880fbe5326"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:SOQRYLVMAGA55VXL332R4RL6UZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Reprompting: Automated Chain-of-Thought Prompt Inference Through Gibbs Sampling","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.CL"],"primary_cat":"cs.LG","authors_text":"Andrzej Banburski-Fahey, Nebojsa Jojic, Weijia Xu","submitted_at":"2023-05-17T06:35:43Z","abstract_excerpt":"We introduce Reprompting, an iterative sampling algorithm that automatically learns the Chain-of-Thought (CoT) recipes for a given task without human intervention. Through Gibbs sampling, Reprompting infers the CoT recipes that work consistently well for a set of training samples by iteratively sampling new recipes using previously sampled recipes as parent prompts to solve other training problems. We conduct extensive experiments on 20 challenging reasoning tasks. Results show that Reprompting outperforms human-written CoT prompts substantially by +9.4 points on average. It also achieves cons"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.09993","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2305.09993/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:22:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Nugi0LJ18uML1dUbASNr5cH8N2Y18wMVQ27XYKAor8ufmS1LxlJPn5pxhD7xoyYRGv5lwCWWx1eiJSkNCDT/BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T11:47:36.309456Z"},"content_sha256":"b5a83afc61f230bec768d8c06c712743a732f740594dbb905f4c553e06b623db","schema_version":"1.0","event_id":"sha256:b5a83afc61f230bec768d8c06c712743a732f740594dbb905f4c553e06b623db"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SOQRYLVMAGA55VXL332R4RL6UZ/bundle.json","state_url":"https://pith.science/pith/SOQRYLVMAGA55VXL332R4RL6UZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SOQRYLVMAGA55VXL332R4RL6UZ/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-08T11:47:36Z","links":{"resolver":"https://pith.science/pith/SOQRYLVMAGA55VXL332R4RL6UZ","bundle":"https://pith.science/pith/SOQRYLVMAGA55VXL332R4RL6UZ/bundle.json","state":"https://pith.science/pith/SOQRYLVMAGA55VXL332R4RL6UZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SOQRYLVMAGA55VXL332R4RL6UZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:SOQRYLVMAGA55VXL332R4RL6UZ","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":"5f3bd0a29031fcf8e54d91c5463e57f75130055d36537a403af1c5312b33700e","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-17T06:35:43Z","title_canon_sha256":"5c2283e93df8eda801560f89e712806c37e2ae90d0b7cb0ef99a1222c64d4416"},"schema_version":"1.0","source":{"id":"2305.09993","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.09993","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"arxiv_version","alias_value":"2305.09993v2","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.09993","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"pith_short_12","alias_value":"SOQRYLVMAGA5","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"pith_short_16","alias_value":"SOQRYLVMAGA55VXL","created_at":"2026-07-05T08:22:31Z"},{"alias_kind":"pith_short_8","alias_value":"SOQRYLVM","created_at":"2026-07-05T08:22:31Z"}],"graph_snapshots":[{"event_id":"sha256:b5a83afc61f230bec768d8c06c712743a732f740594dbb905f4c553e06b623db","target":"graph","created_at":"2026-07-05T08:22:31Z","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/2305.09993/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We introduce Reprompting, an iterative sampling algorithm that automatically learns the Chain-of-Thought (CoT) recipes for a given task without human intervention. Through Gibbs sampling, Reprompting infers the CoT recipes that work consistently well for a set of training samples by iteratively sampling new recipes using previously sampled recipes as parent prompts to solve other training problems. We conduct extensive experiments on 20 challenging reasoning tasks. Results show that Reprompting outperforms human-written CoT prompts substantially by +9.4 points on average. It also achieves cons","authors_text":"Andrzej Banburski-Fahey, Nebojsa Jojic, Weijia Xu","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-17T06:35:43Z","title":"Reprompting: Automated Chain-of-Thought Prompt Inference Through Gibbs Sampling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.09993","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":"sha256:6f759654d698ad4eb666cf5c17bc9c37c10056ec161192529f74c3880fbe5326","target":"record","created_at":"2026-07-05T08:22:31Z","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":"5f3bd0a29031fcf8e54d91c5463e57f75130055d36537a403af1c5312b33700e","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-17T06:35:43Z","title_canon_sha256":"5c2283e93df8eda801560f89e712806c37e2ae90d0b7cb0ef99a1222c64d4416"},"schema_version":"1.0","source":{"id":"2305.09993","kind":"arxiv","version":2}},"canonical_sha256":"93a11c2eac0181ded6ebdef51e457ea671f8efc05ac08d9341775a4b8e889747","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"93a11c2eac0181ded6ebdef51e457ea671f8efc05ac08d9341775a4b8e889747","first_computed_at":"2026-07-05T08:22:31.449664Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:22:31.449664Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/mq8qRW6LOt0CqXD4dpXHZWsRjRiErM6mPAjBY4O0uYFYmvut9mNN54w507V5CC8886HlTpw7Pv7E+2UJ1WmBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:22:31.450110Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.09993","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6f759654d698ad4eb666cf5c17bc9c37c10056ec161192529f74c3880fbe5326","sha256:b5a83afc61f230bec768d8c06c712743a732f740594dbb905f4c553e06b623db"],"state_sha256":"4609951a0a26c40ab922ef2fa9fea7cac6be2bcf27d80247364394ced14a4fae"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"U3X06xlRhK+QQXrYp22ku0QvMt2/cRqCUYfAJcbYnV2t3PmXr6GOosMsjH1Z7j8fovySprMP1bZAzEhIlw5vBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T11:47:36.315010Z","bundle_sha256":"5b3dd19525481de449e52bde9c1481677e27297d6392b89206bfefe2b70ebb5f"}}