{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:Z2VMBS6TQXCI4PD2UD5VMDJPU2","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":"091e130345059d903c5067175e58e676f25a2c99dbb556495820d5b42a576c8f","cross_cats_sorted":["cs.CR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-10-10T14:53:39Z","title_canon_sha256":"eec9616214954aa1a71b9c21a50f64749ecd7a9c9323b71564ea8f9d73b3269c"},"schema_version":"1.0","source":{"id":"2410.07997","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.07997","created_at":"2026-07-05T09:18:47Z"},{"alias_kind":"arxiv_version","alias_value":"2410.07997v1","created_at":"2026-07-05T09:18:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.07997","created_at":"2026-07-05T09:18:47Z"},{"alias_kind":"pith_short_12","alias_value":"Z2VMBS6TQXCI","created_at":"2026-07-05T09:18:47Z"},{"alias_kind":"pith_short_16","alias_value":"Z2VMBS6TQXCI4PD2","created_at":"2026-07-05T09:18:47Z"},{"alias_kind":"pith_short_8","alias_value":"Z2VMBS6T","created_at":"2026-07-05T09:18:47Z"}],"graph_snapshots":[{"event_id":"sha256:a042b45f6d00b79783806fca087387ed42d925231c16c23da54315f4f71c0872","target":"graph","created_at":"2026-07-05T09:18:47Z","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/2410.07997/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Phishing is one of the most prolific cybercriminal activities, with attacks becoming increasingly sophisticated. It is, therefore, imperative to explore novel technologies to improve user protection across both technical and human dimensions. Large Language Models (LLMs) offer significant promise for text processing in various domains, but their use for defense against phishing attacks still remains scarcely explored. In this paper, we present APOLLO, a tool based on OpenAI's GPT-4o to detect phishing emails and generate explanation messages to users about why a specific email is dangerous, th","authors_text":"Francesco Greco, Giuseppe Desolda, Luca Vigan\\`o","cross_cats":["cs.CR"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-10-10T14:53:39Z","title":"APOLLO: A GPT-based tool to detect phishing emails and generate explanations that warn users"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.07997","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":"sha256:3c32cc3d63c6d01c254f212169641eb1eb7b72addf741ab21851afadee5c60cc","target":"record","created_at":"2026-07-05T09:18:47Z","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":"091e130345059d903c5067175e58e676f25a2c99dbb556495820d5b42a576c8f","cross_cats_sorted":["cs.CR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-10-10T14:53:39Z","title_canon_sha256":"eec9616214954aa1a71b9c21a50f64749ecd7a9c9323b71564ea8f9d73b3269c"},"schema_version":"1.0","source":{"id":"2410.07997","kind":"arxiv","version":1}},"canonical_sha256":"ceaac0cbd385c48e3c7aa0fb560d2fa68e303bbf027929173c7defd5fad0ab55","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ceaac0cbd385c48e3c7aa0fb560d2fa68e303bbf027929173c7defd5fad0ab55","first_computed_at":"2026-07-05T09:18:47.137275Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:18:47.137275Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Gugje5lRiypUGEJASRt2X3mEWk39DrGah3jqHxKvm65RUVdetMBVidYFwRhiBvjJaCYT2JFXVw22exSUmAbmCA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:18:47.137740Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.07997","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3c32cc3d63c6d01c254f212169641eb1eb7b72addf741ab21851afadee5c60cc","sha256:a042b45f6d00b79783806fca087387ed42d925231c16c23da54315f4f71c0872"],"state_sha256":"36034445b7e9a62db7691f7ab85a41e889561db0a03566cbece754417d1ebcc0"}