{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:S5VGKBAIB3XFXXEKCYIGSE7NAH","short_pith_number":"pith:S5VGKBAI","canonical_record":{"source":{"id":"2607.13078","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-07-12T22:34:02Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"420fc87756bbb651e821db5da8a534ded1cd326c439f5c2e5bcb695f1d32a748","abstract_canon_sha256":"612210a30ccf2c07b6fd1edc009919313b41aa7c814bea2411ebb7783ce81971"},"schema_version":"1.0"},"canonical_sha256":"976a6504080eee5bdc8a16106913ed01eb023895edba180feba55bb44180d8b5","source":{"kind":"arxiv","id":"2607.13078","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.13078","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"arxiv_version","alias_value":"2607.13078v1","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.13078","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"pith_short_12","alias_value":"S5VGKBAIB3XF","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"pith_short_16","alias_value":"S5VGKBAIB3XFXXEK","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"pith_short_8","alias_value":"S5VGKBAI","created_at":"2026-07-16T00:21:54Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:S5VGKBAIB3XFXXEKCYIGSE7NAH","target":"record","payload":{"canonical_record":{"source":{"id":"2607.13078","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-07-12T22:34:02Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"420fc87756bbb651e821db5da8a534ded1cd326c439f5c2e5bcb695f1d32a748","abstract_canon_sha256":"612210a30ccf2c07b6fd1edc009919313b41aa7c814bea2411ebb7783ce81971"},"schema_version":"1.0"},"canonical_sha256":"976a6504080eee5bdc8a16106913ed01eb023895edba180feba55bb44180d8b5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-16T00:21:54.732960Z","signature_b64":"sx2Y3fT49yxYFVw18KuyNnh8LrbNR5iR8g+2PUtGp0SHyGD+g80H2pEMu7imhaRiX2mRtGDHtqUlvVMNyEl0Ag==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"976a6504080eee5bdc8a16106913ed01eb023895edba180feba55bb44180d8b5","last_reissued_at":"2026-07-16T00:21:54.732072Z","signature_status":"signed_v1","first_computed_at":"2026-07-16T00:21:54.732072Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.13078","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":"2026-07-16T00:21:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"iXw55oYjjK8mGsqEWgbjUdtGenDNsQ/r8RhqmfGnAtkamyvDrvIQ8aj0r66m35j97f3Szso+sL/FxJusjmqZAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T01:43:21.555129Z"},"content_sha256":"7a52e269c0f1cb13f7a44f0146f698cd05d37e3fa9abfd8290a6da691e30d9a7","schema_version":"1.0","event_id":"sha256:7a52e269c0f1cb13f7a44f0146f698cd05d37e3fa9abfd8290a6da691e30d9a7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:S5VGKBAIB3XFXXEKCYIGSE7NAH","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Operational Evidence Gaps for LLMs in Fraud Detection and Trust-and-Safety Workflows","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.CR","authors_text":"Keyur Gabani","submitted_at":"2026-07-12T22:34:02Z","abstract_excerpt":"LLMs are now proposed for fraud detection, scam investigation, content moderation, and other trust-and-safety workflows. Much of the public literature still evaluates them as models, with less attention to their behavior as components in operational pipelines. This creates a practical evidence question: what would justify placing an LLM inside a live workflow with latency, cost, escalation, human-review, and adversarial-risk constraints?\n  We address this question through a fraud-first survey of deployment evidence. We code 49 operationally relevant sources on LLM use in fraud detection, inves"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.13078","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/2607.13078/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":"2026-07-16T00:21:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KP1I4atEl4Ar/U1J1vJRWyU7yglOo6Bq4++lGBZG0TZVzEV91FqQQOdFvq4j0JDs9ea8AXzZkixtNInKZ8k2BA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T01:43:21.555518Z"},"content_sha256":"618e4eaf363528942a2eae39e4faab8f63358624ba4da4c09c708d6e512a0fa2","schema_version":"1.0","event_id":"sha256:618e4eaf363528942a2eae39e4faab8f63358624ba4da4c09c708d6e512a0fa2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/S5VGKBAIB3XFXXEKCYIGSE7NAH/bundle.json","state_url":"https://pith.science/pith/S5VGKBAIB3XFXXEKCYIGSE7NAH/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/S5VGKBAIB3XFXXEKCYIGSE7NAH/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":"2026-08-04T01:43:21Z","links":{"resolver":"https://pith.science/pith/S5VGKBAIB3XFXXEKCYIGSE7NAH","bundle":"https://pith.science/pith/S5VGKBAIB3XFXXEKCYIGSE7NAH/bundle.json","state":"https://pith.science/pith/S5VGKBAIB3XFXXEKCYIGSE7NAH/state.json","well_known_bundle":"https://pith.science/.well-known/pith/S5VGKBAIB3XFXXEKCYIGSE7NAH/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:S5VGKBAIB3XFXXEKCYIGSE7NAH","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":"612210a30ccf2c07b6fd1edc009919313b41aa7c814bea2411ebb7783ce81971","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-07-12T22:34:02Z","title_canon_sha256":"420fc87756bbb651e821db5da8a534ded1cd326c439f5c2e5bcb695f1d32a748"},"schema_version":"1.0","source":{"id":"2607.13078","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.13078","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"arxiv_version","alias_value":"2607.13078v1","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.13078","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"pith_short_12","alias_value":"S5VGKBAIB3XF","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"pith_short_16","alias_value":"S5VGKBAIB3XFXXEK","created_at":"2026-07-16T00:21:54Z"},{"alias_kind":"pith_short_8","alias_value":"S5VGKBAI","created_at":"2026-07-16T00:21:54Z"}],"graph_snapshots":[{"event_id":"sha256:618e4eaf363528942a2eae39e4faab8f63358624ba4da4c09c708d6e512a0fa2","target":"graph","created_at":"2026-07-16T00:21:54Z","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/2607.13078/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"LLMs are now proposed for fraud detection, scam investigation, content moderation, and other trust-and-safety workflows. Much of the public literature still evaluates them as models, with less attention to their behavior as components in operational pipelines. This creates a practical evidence question: what would justify placing an LLM inside a live workflow with latency, cost, escalation, human-review, and adversarial-risk constraints?\n  We address this question through a fraud-first survey of deployment evidence. We code 49 operationally relevant sources on LLM use in fraud detection, inves","authors_text":"Keyur Gabani","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-07-12T22:34:02Z","title":"Operational Evidence Gaps for LLMs in Fraud Detection and Trust-and-Safety Workflows"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.13078","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":"sha256:7a52e269c0f1cb13f7a44f0146f698cd05d37e3fa9abfd8290a6da691e30d9a7","target":"record","created_at":"2026-07-16T00:21:54Z","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":"612210a30ccf2c07b6fd1edc009919313b41aa7c814bea2411ebb7783ce81971","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-07-12T22:34:02Z","title_canon_sha256":"420fc87756bbb651e821db5da8a534ded1cd326c439f5c2e5bcb695f1d32a748"},"schema_version":"1.0","source":{"id":"2607.13078","kind":"arxiv","version":1}},"canonical_sha256":"976a6504080eee5bdc8a16106913ed01eb023895edba180feba55bb44180d8b5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"976a6504080eee5bdc8a16106913ed01eb023895edba180feba55bb44180d8b5","first_computed_at":"2026-07-16T00:21:54.732072Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-16T00:21:54.732072Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"sx2Y3fT49yxYFVw18KuyNnh8LrbNR5iR8g+2PUtGp0SHyGD+g80H2pEMu7imhaRiX2mRtGDHtqUlvVMNyEl0Ag==","signature_status":"signed_v1","signed_at":"2026-07-16T00:21:54.732960Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.13078","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7a52e269c0f1cb13f7a44f0146f698cd05d37e3fa9abfd8290a6da691e30d9a7","sha256:618e4eaf363528942a2eae39e4faab8f63358624ba4da4c09c708d6e512a0fa2"],"state_sha256":"35ba01c7dce482f6e4525d0143084b056a94c753c8789561aa0dcc81477943ee"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NPP5jCPcAecwzsDYxr5ixuZnuzDd9Yced8FAo0eZJ+g1RxgA5xlDhs/oJRPRmvQpTla8wV968fHwBE2yaj90BQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T01:43:21.559057Z","bundle_sha256":"4ee36af4bf139afe65af03c545bc4966d38a896a3ef4101f6e2bbee77c8fd833"}}