{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:HOXFPSJ2OIBFW2M3AEQRCABW2W","short_pith_number":"pith:HOXFPSJ2","canonical_record":{"source":{"id":"2501.14917","kind":"arxiv","version":6},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-01-24T20:54:29Z","cross_cats_sorted":["cs.HC","cs.LG"],"title_canon_sha256":"15921c77c23ab7a40b9bed30bd5c2feebb9c629f0316222c0c271a8bad37ae3a","abstract_canon_sha256":"16d10d84055affb8b953a79ab82a22cf6e7d913f78e4be1e792a4d8b0a7fb21b"},"schema_version":"1.0"},"canonical_sha256":"3bae57c93a72025b699b0121110036d5af7d971608bdef158ef67470cc4f0522","source":{"kind":"arxiv","id":"2501.14917","version":6},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.14917","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"arxiv_version","alias_value":"2501.14917v6","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.14917","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"pith_short_12","alias_value":"HOXFPSJ2OIBF","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"pith_short_16","alias_value":"HOXFPSJ2OIBFW2M3","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"pith_short_8","alias_value":"HOXFPSJ2","created_at":"2026-07-05T11:26:02Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:HOXFPSJ2OIBFW2M3AEQRCABW2W","target":"record","payload":{"canonical_record":{"source":{"id":"2501.14917","kind":"arxiv","version":6},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-01-24T20:54:29Z","cross_cats_sorted":["cs.HC","cs.LG"],"title_canon_sha256":"15921c77c23ab7a40b9bed30bd5c2feebb9c629f0316222c0c271a8bad37ae3a","abstract_canon_sha256":"16d10d84055affb8b953a79ab82a22cf6e7d913f78e4be1e792a4d8b0a7fb21b"},"schema_version":"1.0"},"canonical_sha256":"3bae57c93a72025b699b0121110036d5af7d971608bdef158ef67470cc4f0522","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:26:02.631871Z","signature_b64":"1+eTLgKld7C/20zojg3vovkcqa5SxZQAhqzate0743gsAoUgSoh4UrDlGIleHtbhVmmvV2cjfvZFLeLl2Ah6Cg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3bae57c93a72025b699b0121110036d5af7d971608bdef158ef67470cc4f0522","last_reissued_at":"2026-07-05T11:26:02.631396Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:26:02.631396Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.14917","source_version":6,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:26:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xzH7QytEj/s/0uJsgfp8pazNtmy86P/kmSlgBJvMTSTGN6s0rpmb7tXnqlZuHEtutFav4OsE+n/+jQB9vtgjDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T20:10:34.973973Z"},"content_sha256":"8b8a8e6dfe6dc2d03248228c73dbb20ff057efb08004d4f0847a0f765203a155","schema_version":"1.0","event_id":"sha256:8b8a8e6dfe6dc2d03248228c73dbb20ff057efb08004d4f0847a0f765203a155"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:HOXFPSJ2OIBFW2M3AEQRCABW2W","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Self-reflecting Large Language Models: A Hegelian Dialectical Approach","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.HC","cs.LG"],"primary_cat":"cs.CL","authors_text":"Can Goksen, Julie E. Maybee, Kazuhito Koishida, Michael Solodko, Saeed Amizadeh, Sara Abdali","submitted_at":"2025-01-24T20:54:29Z","abstract_excerpt":"Investigating NLP through a philosophical lens has recently caught researchers' eyes, as it bridges computational methods with classical schools of philosophy. This paper introduces a philosophical framework inspired by the Hegelian Dialectic to enable LLMs' self-reflection, utilizing a self-dialectical approach to emulate internal critiques and synthesize new scientific ideas (spanning domains such as mathematics, physics, and more). Additionally, we explore the effect of generation temperature in LLMs by introducing a dynamic annealing approach, which encourages creativity in the early stage"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.14917","kind":"arxiv","version":6},"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/2501.14917/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":"2026-07-05T11:26:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JaNV0Vu7wuJT6wOjKlumnMWNX00h1n5poGe853MI/1bSn5/QbuZlaa+/bgdR7/JPoZUKocvceaSnrXuPwUKuBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T20:10:34.974519Z"},"content_sha256":"0b35adf601cde65572797983e363c2175c99d7106ffca1c576b928799bb2eeec","schema_version":"1.0","event_id":"sha256:0b35adf601cde65572797983e363c2175c99d7106ffca1c576b928799bb2eeec"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/HOXFPSJ2OIBFW2M3AEQRCABW2W/bundle.json","state_url":"https://pith.science/pith/HOXFPSJ2OIBFW2M3AEQRCABW2W/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/HOXFPSJ2OIBFW2M3AEQRCABW2W/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":"2026-08-11T20:10:34Z","links":{"resolver":"https://pith.science/pith/HOXFPSJ2OIBFW2M3AEQRCABW2W","bundle":"https://pith.science/pith/HOXFPSJ2OIBFW2M3AEQRCABW2W/bundle.json","state":"https://pith.science/pith/HOXFPSJ2OIBFW2M3AEQRCABW2W/state.json","well_known_bundle":"https://pith.science/.well-known/pith/HOXFPSJ2OIBFW2M3AEQRCABW2W/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:HOXFPSJ2OIBFW2M3AEQRCABW2W","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":"16d10d84055affb8b953a79ab82a22cf6e7d913f78e4be1e792a4d8b0a7fb21b","cross_cats_sorted":["cs.HC","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-01-24T20:54:29Z","title_canon_sha256":"15921c77c23ab7a40b9bed30bd5c2feebb9c629f0316222c0c271a8bad37ae3a"},"schema_version":"1.0","source":{"id":"2501.14917","kind":"arxiv","version":6}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.14917","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"arxiv_version","alias_value":"2501.14917v6","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.14917","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"pith_short_12","alias_value":"HOXFPSJ2OIBF","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"pith_short_16","alias_value":"HOXFPSJ2OIBFW2M3","created_at":"2026-07-05T11:26:02Z"},{"alias_kind":"pith_short_8","alias_value":"HOXFPSJ2","created_at":"2026-07-05T11:26:02Z"}],"graph_snapshots":[{"event_id":"sha256:0b35adf601cde65572797983e363c2175c99d7106ffca1c576b928799bb2eeec","target":"graph","created_at":"2026-07-05T11:26:02Z","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/2501.14917/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Investigating NLP through a philosophical lens has recently caught researchers' eyes, as it bridges computational methods with classical schools of philosophy. This paper introduces a philosophical framework inspired by the Hegelian Dialectic to enable LLMs' self-reflection, utilizing a self-dialectical approach to emulate internal critiques and synthesize new scientific ideas (spanning domains such as mathematics, physics, and more). Additionally, we explore the effect of generation temperature in LLMs by introducing a dynamic annealing approach, which encourages creativity in the early stage","authors_text":"Can Goksen, Julie E. Maybee, Kazuhito Koishida, Michael Solodko, Saeed Amizadeh, Sara Abdali","cross_cats":["cs.HC","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-01-24T20:54:29Z","title":"Self-reflecting Large Language Models: A Hegelian Dialectical Approach"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.14917","kind":"arxiv","version":6},"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":"sha256:8b8a8e6dfe6dc2d03248228c73dbb20ff057efb08004d4f0847a0f765203a155","target":"record","created_at":"2026-07-05T11:26:02Z","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":"16d10d84055affb8b953a79ab82a22cf6e7d913f78e4be1e792a4d8b0a7fb21b","cross_cats_sorted":["cs.HC","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2025-01-24T20:54:29Z","title_canon_sha256":"15921c77c23ab7a40b9bed30bd5c2feebb9c629f0316222c0c271a8bad37ae3a"},"schema_version":"1.0","source":{"id":"2501.14917","kind":"arxiv","version":6}},"canonical_sha256":"3bae57c93a72025b699b0121110036d5af7d971608bdef158ef67470cc4f0522","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3bae57c93a72025b699b0121110036d5af7d971608bdef158ef67470cc4f0522","first_computed_at":"2026-07-05T11:26:02.631396Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:26:02.631396Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1+eTLgKld7C/20zojg3vovkcqa5SxZQAhqzate0743gsAoUgSoh4UrDlGIleHtbhVmmvV2cjfvZFLeLl2Ah6Cg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:26:02.631871Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.14917","source_kind":"arxiv","source_version":6}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8b8a8e6dfe6dc2d03248228c73dbb20ff057efb08004d4f0847a0f765203a155","sha256:0b35adf601cde65572797983e363c2175c99d7106ffca1c576b928799bb2eeec"],"state_sha256":"4a96b72daef518f472b3bd5dd153af078b5d666f1723f2f03a1af0006c8c79cf"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MPiyxB+wDPmOFvze0k+uuLMiJUTeg+OnjXfsz6WpTn4NnfL70shvZFuH//6EPJCy1t5ZcedYqT+QcxPUaIqyAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T20:10:34.980495Z","bundle_sha256":"58464752e6f02e4da4b84cb2802c938d79f797a3ccfa3f983873fef72624b3ec"}}