{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:QVGMWXIJRB753WFIRLHJKIWVBA","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":"a926e2da5cb867e8d1ea931361314be2f03a5bfc5059413369d66e83327df009","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-09-01T14:36:36Z","title_canon_sha256":"eab51fe8b8338a0e789750df88063aab167a557ae8c7b9732c3735e897a31a9b"},"schema_version":"1.0","source":{"id":"2409.00729","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.00729","created_at":"2026-07-05T09:07:02Z"},{"alias_kind":"arxiv_version","alias_value":"2409.00729v2","created_at":"2026-07-05T09:07:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.00729","created_at":"2026-07-05T09:07:02Z"},{"alias_kind":"pith_short_12","alias_value":"QVGMWXIJRB75","created_at":"2026-07-05T09:07:02Z"},{"alias_kind":"pith_short_16","alias_value":"QVGMWXIJRB753WFI","created_at":"2026-07-05T09:07:02Z"},{"alias_kind":"pith_short_8","alias_value":"QVGMWXIJ","created_at":"2026-07-05T09:07:02Z"}],"graph_snapshots":[{"event_id":"sha256:0ad1fdf08b41e1ca140012e2a934fcade3b5ac11781accc6c2c2b05f2aa18efd","target":"graph","created_at":"2026-07-05T09:07:02Z","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/2409.00729/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"How do language models use information provided as context when generating a response? Can we infer whether a particular generated statement is actually grounded in the context, a misinterpretation, or fabricated? To help answer these questions, we introduce the problem of context attribution: pinpointing the parts of the context (if any) that led a model to generate a particular statement. We then present ContextCite, a simple and scalable method for context attribution that can be applied on top of any existing language model. Finally, we showcase the utility of ContextCite through three app","authors_text":"Aleksander Madry, Benjamin Cohen-Wang, Harshay Shah, Kristian Georgiev","cross_cats":["cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-09-01T14:36:36Z","title":"ContextCite: Attributing Model Generation to Context"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.00729","kind":"arxiv","version":2},"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":"sha256:8130a01f431f3a010707115e39a4a8053a6d4acfed75aa4ac028618378ca4de9","target":"record","created_at":"2026-07-05T09:07:02Z","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":"a926e2da5cb867e8d1ea931361314be2f03a5bfc5059413369d66e83327df009","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-09-01T14:36:36Z","title_canon_sha256":"eab51fe8b8338a0e789750df88063aab167a557ae8c7b9732c3735e897a31a9b"},"schema_version":"1.0","source":{"id":"2409.00729","kind":"arxiv","version":2}},"canonical_sha256":"854ccb5d09887fddd8a88ace9522d50815bc98b86714aa13ae398b97a28d5884","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"854ccb5d09887fddd8a88ace9522d50815bc98b86714aa13ae398b97a28d5884","first_computed_at":"2026-07-05T09:07:02.778838Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:07:02.778838Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vn44tWUTUkQvNzyxCHtOafkpwdtH5L0Dk2xWuIXaPBN6+7iUjSCd3gVB8Tfa4041QRyqxVgDFjhwgglNc78FBw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:07:02.779258Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.00729","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8130a01f431f3a010707115e39a4a8053a6d4acfed75aa4ac028618378ca4de9","sha256:0ad1fdf08b41e1ca140012e2a934fcade3b5ac11781accc6c2c2b05f2aa18efd"],"state_sha256":"199eacef348338c699df730b1e5f66917fb37b74376f17c089cf06a9208c8e25"}