{ "paper_id": "XfndtVLIub", "canonical_space": "SabaPivot/repro-differentiable-conformal-training-for-llm-reasoning-factuality", "peer_reference_space": "ProCreations/repro-differentiable-conformal-training-for-llm-reasoning-factuality", "notice": "Public peer evidence was used with explicit attribution. See peer_evidence_pages and each claim page.", "support_files": [ { "path": "AUDIT_PLAN.md", "size": 1271, "sha256": "a81e9e65bac5baf9f03d4f14be7950032f689e6dab7c936f824a6fbadf5fdf6a" }, { "path": "BUNDLE_SHA256SUMS.txt", "size": 11303, "sha256": "140d03b1088412f53f5c3daf9b132a8575f083da7a279acd14249d052f79884b" }, { "path": "CLAIMS.json", "size": 1199, "sha256": "3191e91d2f51587d20355b91eec8d0035a9542cc9ac3caa3cad897fbabbc6111" }, { "path": "EVIDENCE_MATRIX.json", "size": 15964, "sha256": "0f3ae8891d9b08663f69594b2294238c41969145f6dcfeb8adb0ff658bd368ba" }, { "path": "SOURCE_FETCH.json", "size": 1515, "sha256": "49a41d383e8cb497c1a85693d51b86178b8795ce83e60bd9f3f3b2ed048300e3" }, { "path": "SOURCE_PIN.json", "size": 3551, "sha256": "e7c88e37eeaed828503a9d5435daa650c9aa7bf4c21c37ead8f333928a6394cd" }, { "path": "SOURCE_PIN.txt", "size": 3534, "sha256": "88a6dd18a88402b8409756f686410c9edd30e3e8fe9e7b3a6a405f24b0cfc3e4" }, { "path": "build_manifest.py", "size": 462, "sha256": "cd6c6e9cf0ab9467068f894938f61ebef55079af5383285d340a2cff3a60daf5" }, { "path": "calibration_limit_audit.py", "size": 17360, "sha256": "f454e2decbb7e89a9b29775f4e041fb9c65492eeb676ccc3f84254c8083e86e8" }, { "path": "fetch_sources.py", "size": 940, "sha256": "4d4c31f96f3dd67f8170ede320737715a025ce8097f5511466d03ccaa383e13e" }, { "path": "final_assessment.json", "size": 2575, "sha256": "9c54f48119d5c65c8c34971b67c49935ea2ce4ea3e216a01e0568d750009fdbc" }, { "path": "native_release_audit.py", "size": 9708, "sha256": "1d937c0368c3973725e9976d68b52d29dc7452fd9681c864e0d1e79a5090e5dc" }, { "path": "official_claims.json", "size": 1199, "sha256": "3191e91d2f51587d20355b91eec8d0035a9542cc9ac3caa3cad897fbabbc6111" }, { "path": "outputs/calibration_controls.csv", "size": 9342, "sha256": "4f7abded98e0cc6a85e3def48b765ed6e3ea0348ced716c01e4ad1dabe1e1fa0" }, { "path": "outputs/calibration_limit_path.csv", "size": 46302, "sha256": "60fae9862dcd8e44a3fcfedda5c90decd8d26b8887d447b0b5df418fd641b307" }, { "path": "outputs/calibration_limit_summary.json", "size": 5316, "sha256": "ee0d9b3e279a8fcf31eabf44dc1fe0c5de3214f6449753d6a21d0bc01585b62a" }, { "path": "outputs/calibration_quantiles.csv", "size": 12096, "sha256": "8fa91557b9fa58defffb691d2eade42f9a600d62363ce3dbf3383a74b1a39d22" }, { "path": "outputs/convergence.json", "size": 7203, "sha256": "ab5c92c7a964ff1eff24335a8c832c5b1019ba0083f4dc5f1960585cfc4f6a79" }, { "path": "outputs/native_pipeline.json", "size": 915, "sha256": "1950965c2fbb03c11acf02e75f64975293278bc30c4baa712853f5dd4d5618dd" }, { "path": "outputs/official_release_audit.json", "size": 1600, "sha256": "87cbe09b26ab8ce15bbde1f9582c1f33f7acee70a4f94e78281fce18dc3c1907" }, { "path": "outputs/results.json", "size": 6257, "sha256": "cdf65b7fb4d1902f0479cb9a11f60120d07c20fcc0d5147cc42b705575d0f73e" }, { "path": "outputs/scope_audit.json", "size": 913, "sha256": "d9b084a5a6b46e3c8a108135cfbeba04920ea49080d1d32bb7239bd966b22c61" }, { "path": "outputs/summary.txt", "size": 292, "sha256": "738aff27a01895bbf683dbbbed29953af99d9332dfabb290238443882e50494f" }, { "path": "outputs/table_audit.json", "size": 1287, "sha256": "76472ad1a2634fddf9b243fc8bf739155e4f3e3ea4c2864a0d1ac733e6b99f23" }, { "path": "packaged_replay/calibration_controls.csv", "size": 9342, "sha256": "4f7abded98e0cc6a85e3def48b765ed6e3ea0348ced716c01e4ad1dabe1e1fa0" }, { "path": "packaged_replay/calibration_limit_path.csv", "size": 46302, "sha256": "60fae9862dcd8e44a3fcfedda5c90decd8d26b8887d447b0b5df418fd641b307" }, { "path": "packaged_replay/calibration_limit_summary.json", "size": 5316, "sha256": "ee0d9b3e279a8fcf31eabf44dc1fe0c5de3214f6449753d6a21d0bc01585b62a" }, { "path": "packaged_replay/calibration_quantiles.csv", "size": 12096, "sha256": "8fa91557b9fa58defffb691d2eade42f9a600d62363ce3dbf3383a74b1a39d22" }, { "path": "packaged_replay/convergence.json", "size": 7203, "sha256": "ab5c92c7a964ff1eff24335a8c832c5b1019ba0083f4dc5f1960585cfc4f6a79" }, { "path": "packaged_replay/native_pipeline.json", "size": 915, "sha256": "1950965c2fbb03c11acf02e75f64975293278bc30c4baa712853f5dd4d5618dd" }, { "path": "packaged_replay/official_release_audit.json", "size": 1600, "sha256": "87cbe09b26ab8ce15bbde1f9582c1f33f7acee70a4f94e78281fce18dc3c1907" }, { "path": "packaged_replay/results.json", "size": 6257, "sha256": "cdf65b7fb4d1902f0479cb9a11f60120d07c20fcc0d5147cc42b705575d0f73e" }, { "path": "packaged_replay/scope_audit.json", "size": 913, "sha256": "d9b084a5a6b46e3c8a108135cfbeba04920ea49080d1d32bb7239bd966b22c61" }, { "path": "packaged_replay/summary.txt", "size": 292, "sha256": "738aff27a01895bbf683dbbbed29953af99d9332dfabb290238443882e50494f" }, { "path": "packaged_replay/table_audit.json", "size": 1287, "sha256": "76472ad1a2634fddf9b243fc8bf739155e4f3e3ea4c2864a0d1ac733e6b99f23" }, { "path": "peer_evidence_pages/claim-1.md", "size": 1075, "sha256": "93ad9a897bd41b008a3fbecf43c7f583db8c8398cc2c6633ba101f3b0f8f0e7e" }, { "path": "peer_evidence_pages/claim-2.md", "size": 694, "sha256": "8b037e8220c22f09373160799149a77f80157d0ffb99a42bfe1fb08f1b81e56f" }, { "path": "peer_evidence_pages/claim-3.md", "size": 2725, "sha256": "013e619ba060d53be910b7d43fda99da852e741646c389ecce972995e657c86d" }, { "path": "peer_evidence_pages/claim-4.md", "size": 993, "sha256": "6bfc62f5b050b7cbed4911eabd0f9ccc6a97321c6b76931e860346e456861839" }, { "path": "peer_evidence_pages/claim-5.md", "size": 752, "sha256": "f224f2eaa20ef67c28e2ea71c569fb337d253c12b01746aa2fa61e9f49972dd4" }, { "path": "peer_evidence_pages/claim-6.md", "size": 1017, "sha256": "59b9bb27f731722f607bf7c088df127c8911d4f6082c0c7c0726b13f699828db" }, { "path": "poster_embed.html", "size": 1143, "sha256": "daac6feb337efb0155e9d4dfb01231ec398c70e6074cd79321aa6b3806b7e4b5" }, { "path": "reproduce.py", "size": 15064, "sha256": "dc4fc499e4dd613e2f68b7ca0720415e4d189eab5f9b1845fdbae13fe082c2ed" }, { "path": "requirements.txt", "size": 42, "sha256": "ae7903f6fd3efa864daba56560c5d9855329c1d5d0ee210dc79b40d1ba7cb419" }, { "path": "source/2604.20098v1.pdf", "size": 1555404, "sha256": "22cc5ae1fac1770d44032c74d98d40cbb97164700bba9529dce2d99ef5536d4a" }, { "path": "source/2604.20098v1.tar", "size": 614132, "sha256": "f9ad3c46e9362b0a56da0522b25a62d848f7e156f5c8a7469db9df6792602bd1" }, { "path": "source_current/README.md", "size": 3635, "sha256": "2421bdf4356f50ff3df88cf7e5172371832e2e6ab1268eb39450a29f501c6e9b" }, { "path": "source_current/data/MATH_open_subclaims_with_scores_and_semantic_eval.json", "size": 1429453, "sha256": "2711d37c337c552396772794aface3e76490a98af3132e4ae14654a779ec6596" }, { "path": "source_current/requirements.txt", "size": 439, "sha256": "ca7064e1abb554cadfea166984bb4cf027063b65ff5ddc793973e7507f467e01" }, { "path": "source_current/results/confusion_matrices_cv/confusion_matrices_results.json", "size": 2919, "sha256": "a095af28ce54c5ec633ed24ed4e6e3e4ebb2e7b83e825d7d4cd3c8190c0a8703" }, { "path": "source_current/results/convergence/full_suite/all_results.json", "size": 289214, "sha256": "ba8530072cb7f1eb70365267c97995948b9eac9876ed08cbe18670a4f353d7d1" }, { "path": "source_current/results/convergence/full_suite/calibration/calibration_beta_results.json", "size": 41070, "sha256": "e49e8a0246f8de46d9dbaa16c8b58950f763443d52d059b4a411e12c7897a84b" }, { "path": "source_current/results/convergence/full_suite/calibration/calibration_temp_results.json", "size": 32115, "sha256": "2ec0b00e7b3018804b084d559dc79cd53d8585b6a99003dd1b03824b171f6a77" }, { "path": "source_current/results/convergence/full_suite/prediction/prediction_beta_results.json", "size": 45214, "sha256": "10d9c483fcdfba3a11e6577de0ad42a535fa872384987b5e2bba3f2cf64e0727" }, { "path": "source_current/results/convergence/full_suite/prediction/prediction_temp_results.json", "size": 35247, "sha256": "7f68f80ffd52da324202c9c037e4618e127ced495d9836db235fc606292507dd" }, { "path": "source_current/results/felm_best_optimization_results.json", "size": 19898, "sha256": "1b70203ed71f4c0fd95b1ba9c9567f0d30225c5cf826c1b1e405c842f7394411" }, { "path": "source_current/results/gradient_flow_analysis/gradient_flow_report.json", "size": 2990, "sha256": "aecbd599c9d9b0bd2dae901725b2d4cde5d89396319c0996ecbe6f07f3d3cdd9" }, { "path": "source_current/results/math_best_results.json", "size": 5232, "sha256": "ee0d245b235752e355496d1de46fc264aad65a1928ccebe5b600d81acce3a6dd" }, { "path": "source_current/src/__init__.py", "size": 0, "sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855" }, { "path": "source_current/src/debugger.py", "size": 25967, "sha256": "f5a6b12fcd3d30df6f74fb76e1dc22af4bf5c787d0e813e61f99345415b5bf2e" }, { "path": "source_current/src/differentiable_conformal_factuality.py", "size": 29151, "sha256": "3a11236dd14ecea8583dae50b847728c1be92684f00824dbdaab95578d7cb0fa" }, { "path": "source_current/src/hard/__init__.py", "size": 0, "sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855" }, { "path": "source_current/src/hard/validate.py", "size": 14945, "sha256": "5c2235d1a7db16690cf9c871b42098643483b5488b3211698abce3a7adda3734" }, { "path": "source_current/src/models.py", "size": 3706, "sha256": "c9412e1b08cf11bc8758c0d46711f8ee1559044f3abe00beaba2aab0ef3ce2f1" }, { "path": "source_current/src/reasonining_graph_dataset.py", "size": 3595, "sha256": "4d2f011448ba2c05ab4a9c8b392a9e0ab47b29b10541d04e90c871d51eddcc0a" }, { "path": "source_extract/00README.json", "size": 393, "sha256": "21b87da53141c7705e3a5f001e1fe44c1ffb226e4d139caf36ac8be5863df0c7" }, { "path": "source_extract/algorithm.sty", "size": 2223, "sha256": "93fd0eb31c112eb405833db8f1d7f5d238c7e691b1c05680d7276e68f36d564a" }, { "path": "source_extract/algorithmic.sty", "size": 7414, "sha256": "48d18794a5d97c0479a588cc2eac0917992feb9da83acc4631b8f55757d80f9b" }, { "path": "source_extract/example_paper.bib", "size": 18893, "sha256": "e9516e8c2af61078194d2aa8226fe69a4b66cb57fc486fd6849bf9cfe871df9e" }, { "path": "source_extract/example_paper.tex", "size": 97193, "sha256": "08a82299f45c41605fbf895b270bb640d3144fee09a4a4dceb0014125d9a4d1e" }, { "path": "source_extract/fancyhdr.sty", "size": 20521, "sha256": "b56ec4434b9f4607529a4b23dc68ad8d4b94f1f631c8cddaf7da78140d53a5ea" }, { "path": "source_extract/figures/ablation_coverage_vs_alpha.pdf", "size": 26749, "sha256": "3d23c3e179e4d56bd0081354d13fd57c8059d6e06ba8407671770de46c01c5e5" }, { "path": "source_extract/figures/ablation_coverage_vs_alpha_felm.pdf", "size": 26831, "sha256": "facafa656c2b9a52599dd2980212b6238a60ce12e3c5f7df8fad11ce6af6b5be" }, { "path": "source_extract/figures/ablation_retention_vs_alpha.pdf", "size": 27971, "sha256": "588f25b1046e73f46eb180ca151b09478e60661f05d5589c6214ffa105ff8a6a" }, { "path": "source_extract/figures/ablation_retention_vs_alpha_felm.pdf", "size": 27331, "sha256": "fe79627d44ff9804b1d8abc6570bb45aeea40f947e3bdf53575b882209a7cf53" }, { "path": "source_extract/figures/case_study_reject.tex", "size": 2396, "sha256": "b4a71f4b4e896df7b326647d0d5970abc8235cfb00c95c880cf27a2fea959131" }, { "path": "source_extract/figures/case_study_retain.tex", "size": 3342, "sha256": "2c49d54f3986ab449ac652c568ad0a8614afc609a8f80740b5187520f75fba2a" }, { "path": "source_extract/figures/coverage_vs_alpha.pdf", "size": 25675, "sha256": "20a49579e45816fc34a6f0b7f92f2a0eb42886631e4103ebd9a95bee442b7fbf" }, { "path": "source_extract/figures/felm_coverage_vs_alpha.pdf", "size": 25438, "sha256": "628798d5d667fad8d3fdbe2583ea8eacd7a464d3f03f40043a4166650470d326" }, { "path": "source_extract/figures/felm_retention_vs_alpha.pdf", "size": 25557, "sha256": "18de2b6bcbe1575d87b626695499a3846446d6b09b83fa33ec8d9c1de3b86961" }, { "path": "source_extract/figures/metric1_individual_correlation.pdf", "size": 15288, "sha256": "dfe1656676f615433521270698b441288242bd1677566d15bf682d1d2ee770aa" }, { "path": "source_extract/figures/metric2a_quantile_thresholds_variable.pdf", "size": 21715, "sha256": "d2842689440d2617d34065d018d5e1849e8513dba0a2c78e51aad4164e387824" }, { "path": "source_extract/figures/retention_vs_alpha.pdf", "size": 25049, "sha256": "c065e1ec7ae20b2a722af2a42d2e846e6797b9dcf7f78580913635ffc2066e65" }, { "path": "source_extract/figures/score_dist_false_claims_alpha_0.05.pdf", "size": 17416, "sha256": "102355061a6e524b25d1376af62bb0ed6736126bfb9691240690e94aea54b419" }, { "path": "source_extract/figures/score_dist_hard_baseline_alpha_0.05.pdf", "size": 15386, "sha256": "e288be4de42e6d9814848a70304c601880b23adb84fb58338b5b055bd0d34a55" }, { "path": "source_extract/figures/score_dist_learned_model_alpha_0.05.pdf", "size": 14883, "sha256": "c248bd1ab69f606f91bf7b5eb4843da95ab3517f257255fb45c0364554592688" }, { "path": "source_extract/figures/score_dist_true_claims_alpha_0.05.pdf", "size": 16751, "sha256": "2fbeb70f5fc1d287e9b2068b27bea34eaa5d10bb64f60e569920fe2b3223f8dd" }, { "path": "source_extract/figures/shap_beeswarm_20_features.pdf", "size": 177364, "sha256": "ba1557bcc3a0643f334f32002adb7075bd836cf22ab5ccff5fb06edc7d4760c8" }, { "path": "source_extract/figures/shap_beeswarm_7_features.pdf", "size": 89980, "sha256": "34b0e6470b301290dd51ed318ea7ceee1a4be80fd3021728026f68812a89dd85" }, { "path": "source_extract/figures/shap_beeswarm_robust.pdf", "size": 231525, "sha256": "59782f12b6f390c20f2d1c18779c90ed3a3976dcd58699ea5b0ca7204bf6c811" }, { "path": "source_extract/figures/training_flow.tex", "size": 4630, "sha256": "ed17dead183bfc86139531ce5af07af5ef19c3fdba80dea0448540d0c6a89bbd" }, { "path": "source_extract/hard_recovery.txt", "size": 7688, "sha256": "61a0563775152a1f4061b7b9ece156abeefce736545fef7c11c9520029095909" }, { "path": "source_extract/icml2026.bst", "size": 27147, "sha256": "0ec3d5eb9b02efb7e0b44a32f3775882f42a743d0bdc618f34e6936309b98764" }, { "path": "source_extract/icml2026.sty", "size": 27344, "sha256": "7cdcf90f6a59c5219e7f15c88f7ed09fcaf598dad91e6cdddc4dc3cb0e397a95" }, { "path": "source_extract/prediction_recovery.txt", "size": 4359, "sha256": "ad2bf40c90ef2f47725dc8fea58f4280b2ea7d30dd82d01d7cd256ca142b0ef8" }, { "path": "stage_native_snapshot.py", "size": 2408, "sha256": "5826dbd64296f62050869b1353d4a8d6cc1a2cbc40c7ffe45f3f89829c2ef299" }, { "path": "upgrade_history/claim-1-original.md", "size": 1607, "sha256": "37d13876911c2d64f7851201af84add7460140d86e2e58c18d4ffa6e9944a008" }, { "path": "upgrade_history/claim-2-original.md", "size": 1251, "sha256": "6e15c6d01584f9fde23144346290abc1fefb4ccc967c00dc58d73eb388d1bce9" }, { "path": "upgrade_history/claim-3-original.md", "size": 3605, "sha256": "6b66d4321bdc8ef1e9ad04b2c4d80511004a7fff0a3febdd0af45121b810c419" }, { "path": "upgrade_history/claim-4-original.md", "size": 4449, "sha256": "b6e8f81b76085c1365050680a348bd8e762b7c1bdd6b9654ad1d41f965ce307f" }, { "path": "upgrade_history/claim-5-original.md", "size": 4224, "sha256": "a552d1ffa8e16652b6b99bf78d54cf1fb17a3881db00fe376866f50b539aa565" }, { "path": "upgrade_history/claim-6-original.md", "size": 2009, "sha256": "c4278c1c2a49e22a495ebbfb9487f429580e1a93ea673dafeee7fb0cbaa2976b" }, { "path": "validate_evidence.py", "size": 9387, "sha256": "fa4df5faf723a22d28a57002c63769c68e004018de3c4e866b7035d7f0d67187" }, { "path": "verify_manifest.py", "size": 519, "sha256": "832867bf76e1afc9cfbd37734b07ffb23d3ff5c109af62d5377ca13eada33dcc" } ] }