{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:XL5EAQGPQ6UERB2EAGGYJ5MBA2","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":"8096465d24304a4e9faf73289a67357df470b6b8ecba2fb82d4cb55828241fa5","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-02-28T06:28:15Z","title_canon_sha256":"2fcc474f94525893c3418a35c14f29b2b0a8f7cbe40821ff36747a7e6167f788"},"schema_version":"1.0","source":{"id":"2402.18093","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.18093","created_at":"2026-07-05T08:58:22Z"},{"alias_kind":"arxiv_version","alias_value":"2402.18093v2","created_at":"2026-07-05T08:58:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.18093","created_at":"2026-07-05T08:58:22Z"},{"alias_kind":"pith_short_12","alias_value":"XL5EAQGPQ6UE","created_at":"2026-07-05T08:58:22Z"},{"alias_kind":"pith_short_16","alias_value":"XL5EAQGPQ6UERB2E","created_at":"2026-07-05T08:58:22Z"},{"alias_kind":"pith_short_8","alias_value":"XL5EAQGP","created_at":"2026-07-05T08:58:22Z"}],"graph_snapshots":[{"event_id":"sha256:b4125fdad44cd54c40b893a2a0f7d05274e40c0b31489b7dd52aa312adde05f3","target":"graph","created_at":"2026-07-05T08:58:22Z","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/2402.18093/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The proliferation of phishing sites and emails poses significant challenges to existing cybersecurity efforts. Despite advances in malicious email filters and email security protocols, problems with oversight and false positives persist. Users often struggle to understand why emails are flagged as potentially fraudulent, risking the possibility of missing important communications or mistakenly trusting deceptive phishing emails. This study introduces ChatSpamDetector, a system that uses large language models (LLMs) to detect phishing emails. By converting email data into a prompt suitable for ","authors_text":"Daiki Chiba, Hiroki Nakano, Naoki Fukushi, Takashi Koide","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-02-28T06:28:15Z","title":"ChatSpamDetector: Leveraging Large Language Models for Effective Phishing Email Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.18093","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":"sha256:761c41ddda06e68065eef9fb91bac9f10ca2edb04a22e6e8b1297068809a957a","target":"record","created_at":"2026-07-05T08:58:22Z","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":"8096465d24304a4e9faf73289a67357df470b6b8ecba2fb82d4cb55828241fa5","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-02-28T06:28:15Z","title_canon_sha256":"2fcc474f94525893c3418a35c14f29b2b0a8f7cbe40821ff36747a7e6167f788"},"schema_version":"1.0","source":{"id":"2402.18093","kind":"arxiv","version":2}},"canonical_sha256":"bafa4040cf87a8488744018d84f58106a6c9c5a3876f2ef49656ef19ed8ab9bb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bafa4040cf87a8488744018d84f58106a6c9c5a3876f2ef49656ef19ed8ab9bb","first_computed_at":"2026-07-05T08:58:22.133438Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:58:22.133438Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"r5D5Dd0ZPMQG9HJMceBBZruqLDZnEZI7nIMFCc7huj2Lm4TG2+TCSVWqOIQz7MB/tbhqgQ/RAkalAY8OwPL9BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:58:22.133883Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.18093","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:761c41ddda06e68065eef9fb91bac9f10ca2edb04a22e6e8b1297068809a957a","sha256:b4125fdad44cd54c40b893a2a0f7d05274e40c0b31489b7dd52aa312adde05f3"],"state_sha256":"f3e1929d21d5eddc1b8e4547d123a0eb6a9cc0bdbbee2a123e7f5a94d22f7d3d"}