{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:HMNIGSWB6YZCTPL5TTFNSQV2QK","short_pith_number":"pith:HMNIGSWB","canonical_record":{"source":{"id":"2501.11599","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-20T17:00:41Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"cf7388ae3257b54a3b5a6c35c0ed74aae9bd7c79888adf5e3ead78f87b76e798","abstract_canon_sha256":"3758c029a68c992a4ef59ea49d5631b55809284db2eb3b99de5dff19b0e2636f"},"schema_version":"1.0"},"canonical_sha256":"3b1a834ac1f63229bd7d9ccad942ba828ba530f3a6815f5295db3d375bd7d777","source":{"kind":"arxiv","id":"2501.11599","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.11599","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"arxiv_version","alias_value":"2501.11599v1","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.11599","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"pith_short_12","alias_value":"HMNIGSWB6YZC","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"pith_short_16","alias_value":"HMNIGSWB6YZCTPL5","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"pith_short_8","alias_value":"HMNIGSWB","created_at":"2026-07-05T10:03:11Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:HMNIGSWB6YZCTPL5TTFNSQV2QK","target":"record","payload":{"canonical_record":{"source":{"id":"2501.11599","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-20T17:00:41Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"cf7388ae3257b54a3b5a6c35c0ed74aae9bd7c79888adf5e3ead78f87b76e798","abstract_canon_sha256":"3758c029a68c992a4ef59ea49d5631b55809284db2eb3b99de5dff19b0e2636f"},"schema_version":"1.0"},"canonical_sha256":"3b1a834ac1f63229bd7d9ccad942ba828ba530f3a6815f5295db3d375bd7d777","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:03:11.392051Z","signature_b64":"zeZ/kGqw6hPafROk5TM+EP2dSi51Q5jwG00ey/LLBwa31zwM4j/X7wrjUiKl4jfeAVidxNa/ERvs+2RlQLKaBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3b1a834ac1f63229bd7d9ccad942ba828ba530f3a6815f5295db3d375bd7d777","last_reissued_at":"2026-07-05T10:03:11.391617Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:03:11.391617Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.11599","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":"2026-07-05T10:03:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"c5eotAZpOYm5VHZYgNDb49tJ4islUq0DWC4ocIdutPYo2m2UDPhyV2eS+w4JUki+lnANw1DQko8RDhmCnDKhDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T05:04:07.328329Z"},"content_sha256":"6fdec6b2a20786af243e8f2980521369effc388f673bb4adb649f3ed76204973","schema_version":"1.0","event_id":"sha256:6fdec6b2a20786af243e8f2980521369effc388f673bb4adb649f3ed76204973"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:HMNIGSWB6YZCTPL5TTFNSQV2QK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CL"],"primary_cat":"cs.AI","authors_text":"Chenglin Luo, Kehao Cai, Keze Wang, Liang Lin, Nan Kang, Ruilin Wang, Wentao Wan, Yongcan Chen, Zhuojie Yang","submitted_at":"2025-01-20T17:00:41Z","abstract_excerpt":"Deductive reasoning is a crucial logical capability that assists us in solving complex problems based on existing knowledge. Although augmented by Chain-of-Thought prompts, Large Language Models (LLMs) might not follow the correct reasoning paths. Enhancing the deductive reasoning abilities of LLMs, and leveraging their extensive built-in knowledge for various reasoning tasks, remains an open question. Attempting to mimic the human deductive reasoning paradigm, we propose a multi-stage Syllogistic-Reasoning Framework of Thought (SR-FoT) that enables LLMs to perform syllogistic deductive reason"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.11599","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/2501.11599/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":"2026-07-05T10:03:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"L/n1AI/UjT5rCf2KI3Sdcdm0IpE1agWRDF16qDthhS3f62TeMPqRtbRTsOpL9ZtwHVNpqayRCt44hE/NFj8/AA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T05:04:07.328711Z"},"content_sha256":"d081bff5f0a8b595938a116ce2e3df5b2b2c3ac5580c52449bfa21205045123a","schema_version":"1.0","event_id":"sha256:d081bff5f0a8b595938a116ce2e3df5b2b2c3ac5580c52449bfa21205045123a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/HMNIGSWB6YZCTPL5TTFNSQV2QK/bundle.json","state_url":"https://pith.science/pith/HMNIGSWB6YZCTPL5TTFNSQV2QK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/HMNIGSWB6YZCTPL5TTFNSQV2QK/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":"2026-07-09T05:04:07Z","links":{"resolver":"https://pith.science/pith/HMNIGSWB6YZCTPL5TTFNSQV2QK","bundle":"https://pith.science/pith/HMNIGSWB6YZCTPL5TTFNSQV2QK/bundle.json","state":"https://pith.science/pith/HMNIGSWB6YZCTPL5TTFNSQV2QK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/HMNIGSWB6YZCTPL5TTFNSQV2QK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:HMNIGSWB6YZCTPL5TTFNSQV2QK","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":"3758c029a68c992a4ef59ea49d5631b55809284db2eb3b99de5dff19b0e2636f","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-20T17:00:41Z","title_canon_sha256":"cf7388ae3257b54a3b5a6c35c0ed74aae9bd7c79888adf5e3ead78f87b76e798"},"schema_version":"1.0","source":{"id":"2501.11599","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.11599","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"arxiv_version","alias_value":"2501.11599v1","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.11599","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"pith_short_12","alias_value":"HMNIGSWB6YZC","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"pith_short_16","alias_value":"HMNIGSWB6YZCTPL5","created_at":"2026-07-05T10:03:11Z"},{"alias_kind":"pith_short_8","alias_value":"HMNIGSWB","created_at":"2026-07-05T10:03:11Z"}],"graph_snapshots":[{"event_id":"sha256:d081bff5f0a8b595938a116ce2e3df5b2b2c3ac5580c52449bfa21205045123a","target":"graph","created_at":"2026-07-05T10:03:11Z","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/2501.11599/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deductive reasoning is a crucial logical capability that assists us in solving complex problems based on existing knowledge. Although augmented by Chain-of-Thought prompts, Large Language Models (LLMs) might not follow the correct reasoning paths. Enhancing the deductive reasoning abilities of LLMs, and leveraging their extensive built-in knowledge for various reasoning tasks, remains an open question. Attempting to mimic the human deductive reasoning paradigm, we propose a multi-stage Syllogistic-Reasoning Framework of Thought (SR-FoT) that enables LLMs to perform syllogistic deductive reason","authors_text":"Chenglin Luo, Kehao Cai, Keze Wang, Liang Lin, Nan Kang, Ruilin Wang, Wentao Wan, Yongcan Chen, Zhuojie Yang","cross_cats":["cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-20T17:00:41Z","title":"SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.11599","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":"sha256:6fdec6b2a20786af243e8f2980521369effc388f673bb4adb649f3ed76204973","target":"record","created_at":"2026-07-05T10:03:11Z","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":"3758c029a68c992a4ef59ea49d5631b55809284db2eb3b99de5dff19b0e2636f","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2025-01-20T17:00:41Z","title_canon_sha256":"cf7388ae3257b54a3b5a6c35c0ed74aae9bd7c79888adf5e3ead78f87b76e798"},"schema_version":"1.0","source":{"id":"2501.11599","kind":"arxiv","version":1}},"canonical_sha256":"3b1a834ac1f63229bd7d9ccad942ba828ba530f3a6815f5295db3d375bd7d777","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3b1a834ac1f63229bd7d9ccad942ba828ba530f3a6815f5295db3d375bd7d777","first_computed_at":"2026-07-05T10:03:11.391617Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:03:11.391617Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zeZ/kGqw6hPafROk5TM+EP2dSi51Q5jwG00ey/LLBwa31zwM4j/X7wrjUiKl4jfeAVidxNa/ERvs+2RlQLKaBA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:03:11.392051Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.11599","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6fdec6b2a20786af243e8f2980521369effc388f673bb4adb649f3ed76204973","sha256:d081bff5f0a8b595938a116ce2e3df5b2b2c3ac5580c52449bfa21205045123a"],"state_sha256":"1ec36bcc9fc36b70387fa94ad871ee9b179564e2a33b41d86e510ff2d36b9449"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CTPpSrbRjpfh2abMy35CECbLQSpdjx3cfl2eboTQTR6T88DzJ/3Dt0A/JOfpAUjiwEPXGGnTKhgDd8FrMF3ZAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-09T05:04:07.330697Z","bundle_sha256":"341bfa4f6abeacb68583117c8170ed75972fd3f26aefa1f8d97825e5c17efec1"}}