{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:KPLVVR6N64GFA2KJYP24UIOZIE","short_pith_number":"pith:KPLVVR6N","canonical_record":{"source":{"id":"2410.12583","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-16T14:01:22Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"2b9b562ab8d73adae0c6ff5ce9d897d21a9bd5b2da315f56c86168610733e96a","abstract_canon_sha256":"b4648e9bb211e4c3090fc620eaf5d747419931562d47df142f2183eeb597990e"},"schema_version":"1.0"},"canonical_sha256":"53d75ac7cdf70c506949c3f5ca21d9412d51a417e23ffe2493699189de2eff19","source":{"kind":"arxiv","id":"2410.12583","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.12583","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"arxiv_version","alias_value":"2410.12583v1","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.12583","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"pith_short_12","alias_value":"KPLVVR6N64GF","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"pith_short_16","alias_value":"KPLVVR6N64GFA2KJ","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"pith_short_8","alias_value":"KPLVVR6N","created_at":"2026-07-05T09:21:31Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:KPLVVR6N64GFA2KJYP24UIOZIE","target":"record","payload":{"canonical_record":{"source":{"id":"2410.12583","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-16T14:01:22Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"2b9b562ab8d73adae0c6ff5ce9d897d21a9bd5b2da315f56c86168610733e96a","abstract_canon_sha256":"b4648e9bb211e4c3090fc620eaf5d747419931562d47df142f2183eeb597990e"},"schema_version":"1.0"},"canonical_sha256":"53d75ac7cdf70c506949c3f5ca21d9412d51a417e23ffe2493699189de2eff19","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:21:31.098891Z","signature_b64":"6nGFBCdNDi5Gd9BRZOUJJT8CRp2PnS1Yl677yhDrDcIvYUFt2+cI0mWZKcnYyy34xzg5yJSyLTWpBoLPUWVnDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"53d75ac7cdf70c506949c3f5ca21d9412d51a417e23ffe2493699189de2eff19","last_reissued_at":"2026-07-05T09:21:31.098491Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:21:31.098491Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.12583","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:21:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qDoRGKNEE7gb/lfS0WniTVX+Fm94QknKdZKCzVUWMv0hohwXBQfBfJ+dfaJHqg7KRAHVd0NyJyR4z8tCif9rCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T11:07:49.453907Z"},"content_sha256":"31f0f0d11facbef8f4f5c66735c071de43e2a56a0cd9dc3ce56adf0ebe115304","schema_version":"1.0","event_id":"sha256:31f0f0d11facbef8f4f5c66735c071de43e2a56a0cd9dc3ce56adf0ebe115304"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:KPLVVR6N64GFA2KJYP24UIOZIE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"STRUX: An LLM for Decision-Making with Structured Explanations","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Fei Liu, Hassan Foroosh, Wei Jin, Yebowen Hu, Yiming Lu","submitted_at":"2024-10-16T14:01:22Z","abstract_excerpt":"Countless decisions shape our daily lives, and it is paramount to understand the how and why behind these choices. In this paper, we introduce a new LLM decision-making framework called STRUX, which enhances LLM decision-making by providing structured explanations. These include favorable and adverse facts related to the decision, along with their respective strengths. STRUX begins by distilling lengthy information into a concise table of key facts. It then employs a series of self-reflection steps to determine which of these facts are pivotal, categorizing them as either favorable or adverse "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.12583","kind":"arxiv","version":1},"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/2410.12583/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":"2026-07-05T09:21:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jKcaVt/5iLK86xDFrFY9MR2H/VQiWjweI9owhBda21EL84oGHpH6gf8LVgaRqxUBgQvGlugzmkxBO+SlXDEhBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T11:07:49.454424Z"},"content_sha256":"18572d2879a46c2dc3e11bd965d6b21567618620761e5ead79ff035d839e1de1","schema_version":"1.0","event_id":"sha256:18572d2879a46c2dc3e11bd965d6b21567618620761e5ead79ff035d839e1de1"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KPLVVR6N64GFA2KJYP24UIOZIE/bundle.json","state_url":"https://pith.science/pith/KPLVVR6N64GFA2KJYP24UIOZIE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KPLVVR6N64GFA2KJYP24UIOZIE/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":"2026-08-08T11:07:49Z","links":{"resolver":"https://pith.science/pith/KPLVVR6N64GFA2KJYP24UIOZIE","bundle":"https://pith.science/pith/KPLVVR6N64GFA2KJYP24UIOZIE/bundle.json","state":"https://pith.science/pith/KPLVVR6N64GFA2KJYP24UIOZIE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KPLVVR6N64GFA2KJYP24UIOZIE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KPLVVR6N64GFA2KJYP24UIOZIE","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":"b4648e9bb211e4c3090fc620eaf5d747419931562d47df142f2183eeb597990e","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-16T14:01:22Z","title_canon_sha256":"2b9b562ab8d73adae0c6ff5ce9d897d21a9bd5b2da315f56c86168610733e96a"},"schema_version":"1.0","source":{"id":"2410.12583","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.12583","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"arxiv_version","alias_value":"2410.12583v1","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.12583","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"pith_short_12","alias_value":"KPLVVR6N64GF","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"pith_short_16","alias_value":"KPLVVR6N64GFA2KJ","created_at":"2026-07-05T09:21:31Z"},{"alias_kind":"pith_short_8","alias_value":"KPLVVR6N","created_at":"2026-07-05T09:21:31Z"}],"graph_snapshots":[{"event_id":"sha256:18572d2879a46c2dc3e11bd965d6b21567618620761e5ead79ff035d839e1de1","target":"graph","created_at":"2026-07-05T09:21:31Z","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/2410.12583/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Countless decisions shape our daily lives, and it is paramount to understand the how and why behind these choices. In this paper, we introduce a new LLM decision-making framework called STRUX, which enhances LLM decision-making by providing structured explanations. These include favorable and adverse facts related to the decision, along with their respective strengths. STRUX begins by distilling lengthy information into a concise table of key facts. It then employs a series of self-reflection steps to determine which of these facts are pivotal, categorizing them as either favorable or adverse ","authors_text":"Fei Liu, Hassan Foroosh, Wei Jin, Yebowen Hu, Yiming Lu","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-16T14:01:22Z","title":"STRUX: An LLM for Decision-Making with Structured Explanations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.12583","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":"sha256:31f0f0d11facbef8f4f5c66735c071de43e2a56a0cd9dc3ce56adf0ebe115304","target":"record","created_at":"2026-07-05T09:21:31Z","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":"b4648e9bb211e4c3090fc620eaf5d747419931562d47df142f2183eeb597990e","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-16T14:01:22Z","title_canon_sha256":"2b9b562ab8d73adae0c6ff5ce9d897d21a9bd5b2da315f56c86168610733e96a"},"schema_version":"1.0","source":{"id":"2410.12583","kind":"arxiv","version":1}},"canonical_sha256":"53d75ac7cdf70c506949c3f5ca21d9412d51a417e23ffe2493699189de2eff19","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"53d75ac7cdf70c506949c3f5ca21d9412d51a417e23ffe2493699189de2eff19","first_computed_at":"2026-07-05T09:21:31.098491Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:21:31.098491Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6nGFBCdNDi5Gd9BRZOUJJT8CRp2PnS1Yl677yhDrDcIvYUFt2+cI0mWZKcnYyy34xzg5yJSyLTWpBoLPUWVnDA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:21:31.098891Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.12583","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:31f0f0d11facbef8f4f5c66735c071de43e2a56a0cd9dc3ce56adf0ebe115304","sha256:18572d2879a46c2dc3e11bd965d6b21567618620761e5ead79ff035d839e1de1"],"state_sha256":"56ca96033a7b802fd277c4f0caac18e0f9da76517879c7985a6fcba5a6c70e84"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZmhBZKg7R6/CBBBoM6+7ups9Ud7SGGUhgCHEU7yAKCM5DBkeOdBWe1ve7D3n9zwIWgy5OCdknQYsML5Zg+JODw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T11:07:49.462689Z","bundle_sha256":"8bcd0006f1e5e3ea6a7cc566ab911990d98a8b2b552e958d67f92863ddaffc20"}}