{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:4NL6TK6TCYMNIXAZL7MY6ITL3F","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":"c75ed61a9d3c2e77a2d88491b55fa5be9f3cfc41c1d9c8601b955ffb3ef441d2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-11-11T05:58:48Z","title_canon_sha256":"ecaf535dcf3130e05d33ace95121765b01288d290d9a155a6ddf97ce582c64ad"},"schema_version":"1.0","source":{"id":"2411.06729","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.06729","created_at":"2026-07-05T10:14:47Z"},{"alias_kind":"arxiv_version","alias_value":"2411.06729v3","created_at":"2026-07-05T10:14:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.06729","created_at":"2026-07-05T10:14:47Z"},{"alias_kind":"pith_short_12","alias_value":"4NL6TK6TCYMN","created_at":"2026-07-05T10:14:47Z"},{"alias_kind":"pith_short_16","alias_value":"4NL6TK6TCYMNIXAZ","created_at":"2026-07-05T10:14:47Z"},{"alias_kind":"pith_short_8","alias_value":"4NL6TK6T","created_at":"2026-07-05T10:14:47Z"}],"graph_snapshots":[{"event_id":"sha256:381224c78ee19a9a520c74548a63b984d9ec1dab7baf175d8670fc5c3247d060","target":"graph","created_at":"2026-07-05T10:14:47Z","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/2411.06729/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We explore a new language model inversion problem under strict black-box, zero-shot, and limited data conditions. We propose a novel training-free framework that reconstructs prompts using only a limited number of text outputs from a language model. Existing methods rely on the availability of a large number of outputs for both training and inference, an assumption that is unrealistic in the real world, and they can sometimes produce garbled text. In contrast, our approach, which relies on limited resources, consistently yields coherent and semantically meaningful prompts. Our framework levera","authors_text":"Diego Klabjan, Hanqing Li","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-11-11T05:58:48Z","title":"Reverse Prompt Engineering"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.06729","kind":"arxiv","version":3},"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":"sha256:4c5152006ab313cad67cee5e65228515298989a6ec79164e8b47951792b3dcf5","target":"record","created_at":"2026-07-05T10:14:47Z","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":"c75ed61a9d3c2e77a2d88491b55fa5be9f3cfc41c1d9c8601b955ffb3ef441d2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-11-11T05:58:48Z","title_canon_sha256":"ecaf535dcf3130e05d33ace95121765b01288d290d9a155a6ddf97ce582c64ad"},"schema_version":"1.0","source":{"id":"2411.06729","kind":"arxiv","version":3}},"canonical_sha256":"e357e9abd31618d45c195fd98f226bd95232218bff0ba82045aed2cc0a07b77a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e357e9abd31618d45c195fd98f226bd95232218bff0ba82045aed2cc0a07b77a","first_computed_at":"2026-07-05T10:14:47.790717Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:14:47.790717Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lcb4DjUiRjzZC9Oldpw7FIcTMNYXNKPQcwnhV3GUHu6pIt0GOPVypoMXyvSNodoa5+EwtoSp6wgc689FGJMUBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:14:47.791279Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.06729","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4c5152006ab313cad67cee5e65228515298989a6ec79164e8b47951792b3dcf5","sha256:381224c78ee19a9a520c74548a63b984d9ec1dab7baf175d8670fc5c3247d060"],"state_sha256":"7048bb988d24df693822be4c455f966b21931fa475f63b90600281493664f4d2"}