{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:NR6N5R5ZZVNHOBPFIUTHASU4MC","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":"350809be2951a8355c1eaf240a197f0bed4929e9e610ef0dd1f39f79f8e2597e","cross_cats_sorted":["cs.LO"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-06-24T23:33:00Z","title_canon_sha256":"4db31c90e90ba7cf1c280c19410d3b3319b930648b75ab2476d1df64a682fda8"},"schema_version":"1.0","source":{"id":"2306.14077","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.14077","created_at":"2026-07-05T06:24:19Z"},{"alias_kind":"arxiv_version","alias_value":"2306.14077v1","created_at":"2026-07-05T06:24:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.14077","created_at":"2026-07-05T06:24:19Z"},{"alias_kind":"pith_short_12","alias_value":"NR6N5R5ZZVNH","created_at":"2026-07-05T06:24:19Z"},{"alias_kind":"pith_short_16","alias_value":"NR6N5R5ZZVNHOBPF","created_at":"2026-07-05T06:24:19Z"},{"alias_kind":"pith_short_8","alias_value":"NR6N5R5Z","created_at":"2026-07-05T06:24:19Z"}],"graph_snapshots":[{"event_id":"sha256:3bcfc29c97650163135ff089dd4d3ff4915e11f5c07674c21437ddc2155fba7d","target":"graph","created_at":"2026-07-05T06:24:19Z","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/2306.14077/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We automate deep step-by step reasoning in an LLM dialog thread by recursively exploring alternatives (OR-nodes) and expanding details (AND-nodes) up to a given depth. Starting from a single succinct task-specific initiator we steer the automated dialog thread to stay focussed on the task by synthesizing a prompt that summarizes the depth-first steps taken so far.\n  Our algorithm is derived from a simple recursive descent implementation of a Horn Clause interpreter, except that we accommodate our logic engine to fit the natural language reasoning patterns LLMs have been trained on. Semantic si","authors_text":"Paul Tarau","cross_cats":["cs.LO"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-06-24T23:33:00Z","title":"Full Automation of Goal-driven LLM Dialog Threads with And-Or Recursors and Refiner Oracles"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.14077","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":"sha256:8fd76dbd6820ae3704a5d43fe604cf85851dcd13be40ca117116030f607ce10e","target":"record","created_at":"2026-07-05T06:24:19Z","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":"350809be2951a8355c1eaf240a197f0bed4929e9e610ef0dd1f39f79f8e2597e","cross_cats_sorted":["cs.LO"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-06-24T23:33:00Z","title_canon_sha256":"4db31c90e90ba7cf1c280c19410d3b3319b930648b75ab2476d1df64a682fda8"},"schema_version":"1.0","source":{"id":"2306.14077","kind":"arxiv","version":1}},"canonical_sha256":"6c7cdec7b9cd5a7705e54526704a9c608485003835ffe9dd6f7bb8a3f09a183f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6c7cdec7b9cd5a7705e54526704a9c608485003835ffe9dd6f7bb8a3f09a183f","first_computed_at":"2026-07-05T06:24:19.476627Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:24:19.476627Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/j+hERuiY9w+xl5Wo+83Ns1OearnBcA+uZFjOr0Z9oKLiu31X65CcJwlUkbTJOvaAY4xV8mEhuBgjyx55qILCA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:24:19.476992Z","signed_message":"canonical_sha256_bytes"},"source_id":"2306.14077","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8fd76dbd6820ae3704a5d43fe604cf85851dcd13be40ca117116030f607ce10e","sha256:3bcfc29c97650163135ff089dd4d3ff4915e11f5c07674c21437ddc2155fba7d"],"state_sha256":"49f3077522ace70a090d7dfe27b805d8692dada000a64334030b3ef6e840b739"}