{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:LQHGLZ2DHPRM2Y77PA33PDQ5CT","short_pith_number":"pith:LQHGLZ2D","canonical_record":{"source":{"id":"2410.10796","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-14T17:57:09Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"72b2542bbae944b501155cecb5ea489a6cb8aa5f5b864a82a4d7e8a37149fcdb","abstract_canon_sha256":"587a32148862735287a03b4fb966c072eda13cfaf8df6b88fd3e48965a29e790"},"schema_version":"1.0"},"canonical_sha256":"5c0e65e7433be2cd63ff7837b78e1d14ccf63f1c20737d2b1ea8a5b8556831a5","source":{"kind":"arxiv","id":"2410.10796","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.10796","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"arxiv_version","alias_value":"2410.10796v3","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.10796","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"pith_short_12","alias_value":"LQHGLZ2DHPRM","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"pith_short_16","alias_value":"LQHGLZ2DHPRM2Y77","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"pith_short_8","alias_value":"LQHGLZ2D","created_at":"2026-07-05T10:51:26Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:LQHGLZ2DHPRM2Y77PA33PDQ5CT","target":"record","payload":{"canonical_record":{"source":{"id":"2410.10796","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-14T17:57:09Z","cross_cats_sorted":["cs.CL"],"title_canon_sha256":"72b2542bbae944b501155cecb5ea489a6cb8aa5f5b864a82a4d7e8a37149fcdb","abstract_canon_sha256":"587a32148862735287a03b4fb966c072eda13cfaf8df6b88fd3e48965a29e790"},"schema_version":"1.0"},"canonical_sha256":"5c0e65e7433be2cd63ff7837b78e1d14ccf63f1c20737d2b1ea8a5b8556831a5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:51:26.445610Z","signature_b64":"bRSzxsaAzGhWQi/FHQoIYaAPNLq15oh4VxzVTJnbfMp4FrBerOfF1LyQTYyprDDWkgmdJYejVfILsmepbumzBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5c0e65e7433be2cd63ff7837b78e1d14ccf63f1c20737d2b1ea8a5b8556831a5","last_reissued_at":"2026-07-05T10:51:26.445112Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:51:26.445112Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.10796","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:51:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KKZ9R630GGnW3Uh1bX8nl59Ju68uihr48/nveC/aYgKCBUFDQe4aw8cAS6jScLoJHfcQC1EPs0mi0awhERRhDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-27T12:21:19.978721Z"},"content_sha256":"e9ff71ccaba567762d12540b00f7e5ada5e8f7e0fd549e42b9274af8df811ee7","schema_version":"1.0","event_id":"sha256:e9ff71ccaba567762d12540b00f7e5ada5e8f7e0fd549e42b9274af8df811ee7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:LQHGLZ2DHPRM2Y77PA33PDQ5CT","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Context-Parametric Inversion: Why Instruction Finetuning Can Worsen Context Reliance","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.CL"],"primary_cat":"cs.LG","authors_text":"Aditi Raghunathan, Christina Baek, J. Zico Kolter, Sachin Goyal","submitted_at":"2024-10-14T17:57:09Z","abstract_excerpt":"A standard practice when using large language models is for users to supplement their instruction with an input context containing new information for the model to process. However, models struggle to reliably follow the input context, especially when it conflicts with their parametric knowledge from pretraining. In-principle, one would expect models to adapt to the user context better after instruction finetuning, particularly when handling knowledge conflicts. However, we observe a surprising failure mode: during instruction tuning, the context reliance under knowledge conflicts initially in"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.10796","kind":"arxiv","version":3},"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/2410.10796/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":"2026-07-05T10:51:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qkQMw5c30I4pIzPS/UgwZwa+OQcd8eD/H5MjMXmnxRQTHQmhXHgOUnMeo3fIHJcjkalUuLyEybV1o5N6+yyDAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-27T12:21:19.979116Z"},"content_sha256":"cadead8dda380771ba72b91ba14933cf42602b506977ab05e7abbed04e346f4c","schema_version":"1.0","event_id":"sha256:cadead8dda380771ba72b91ba14933cf42602b506977ab05e7abbed04e346f4c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/LQHGLZ2DHPRM2Y77PA33PDQ5CT/bundle.json","state_url":"https://pith.science/pith/LQHGLZ2DHPRM2Y77PA33PDQ5CT/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/LQHGLZ2DHPRM2Y77PA33PDQ5CT/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":"2026-07-27T12:21:19Z","links":{"resolver":"https://pith.science/pith/LQHGLZ2DHPRM2Y77PA33PDQ5CT","bundle":"https://pith.science/pith/LQHGLZ2DHPRM2Y77PA33PDQ5CT/bundle.json","state":"https://pith.science/pith/LQHGLZ2DHPRM2Y77PA33PDQ5CT/state.json","well_known_bundle":"https://pith.science/.well-known/pith/LQHGLZ2DHPRM2Y77PA33PDQ5CT/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:LQHGLZ2DHPRM2Y77PA33PDQ5CT","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":"587a32148862735287a03b4fb966c072eda13cfaf8df6b88fd3e48965a29e790","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-14T17:57:09Z","title_canon_sha256":"72b2542bbae944b501155cecb5ea489a6cb8aa5f5b864a82a4d7e8a37149fcdb"},"schema_version":"1.0","source":{"id":"2410.10796","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.10796","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"arxiv_version","alias_value":"2410.10796v3","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.10796","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"pith_short_12","alias_value":"LQHGLZ2DHPRM","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"pith_short_16","alias_value":"LQHGLZ2DHPRM2Y77","created_at":"2026-07-05T10:51:26Z"},{"alias_kind":"pith_short_8","alias_value":"LQHGLZ2D","created_at":"2026-07-05T10:51:26Z"}],"graph_snapshots":[{"event_id":"sha256:cadead8dda380771ba72b91ba14933cf42602b506977ab05e7abbed04e346f4c","target":"graph","created_at":"2026-07-05T10:51:26Z","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/2410.10796/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"A standard practice when using large language models is for users to supplement their instruction with an input context containing new information for the model to process. However, models struggle to reliably follow the input context, especially when it conflicts with their parametric knowledge from pretraining. In-principle, one would expect models to adapt to the user context better after instruction finetuning, particularly when handling knowledge conflicts. However, we observe a surprising failure mode: during instruction tuning, the context reliance under knowledge conflicts initially in","authors_text":"Aditi Raghunathan, Christina Baek, J. Zico Kolter, Sachin Goyal","cross_cats":["cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-14T17:57:09Z","title":"Context-Parametric Inversion: Why Instruction Finetuning Can Worsen Context Reliance"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.10796","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:e9ff71ccaba567762d12540b00f7e5ada5e8f7e0fd549e42b9274af8df811ee7","target":"record","created_at":"2026-07-05T10:51:26Z","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":"587a32148862735287a03b4fb966c072eda13cfaf8df6b88fd3e48965a29e790","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-14T17:57:09Z","title_canon_sha256":"72b2542bbae944b501155cecb5ea489a6cb8aa5f5b864a82a4d7e8a37149fcdb"},"schema_version":"1.0","source":{"id":"2410.10796","kind":"arxiv","version":3}},"canonical_sha256":"5c0e65e7433be2cd63ff7837b78e1d14ccf63f1c20737d2b1ea8a5b8556831a5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5c0e65e7433be2cd63ff7837b78e1d14ccf63f1c20737d2b1ea8a5b8556831a5","first_computed_at":"2026-07-05T10:51:26.445112Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:51:26.445112Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bRSzxsaAzGhWQi/FHQoIYaAPNLq15oh4VxzVTJnbfMp4FrBerOfF1LyQTYyprDDWkgmdJYejVfILsmepbumzBA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:51:26.445610Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.10796","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e9ff71ccaba567762d12540b00f7e5ada5e8f7e0fd549e42b9274af8df811ee7","sha256:cadead8dda380771ba72b91ba14933cf42602b506977ab05e7abbed04e346f4c"],"state_sha256":"cad431779283b48172ba46e0e7e26fc5ad8db854a0dd655fbecb1e0e783f4403"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Co+b1mdXlvrH0kTHrM8C2B+jsvzdAi0rmLJQVd7/2hm8kqQz2gueY7+31Ohj2PkkELHI4jNym/qIQr+IP5N2DQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-27T12:21:19.981281Z","bundle_sha256":"298f8557b4d34eb892c22ab8b912bc645a08fdeb4e8e59a0c690af4b7f5d10a7"}}