{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:CTMIZU464ERVGXS2WERBX4EXID","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":"b0895dd5d3964a5ee0ac086f4cf39e75d0a3e935af4c33ade0a53a790c741e05","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2021-09-14T11:33:04Z","title_canon_sha256":"0677babc95a879d63a29b37174c24f4c771edfc35d4bec29c1b94417cd4abe0a"},"schema_version":"1.0","source":{"id":"2109.06595","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2109.06595","created_at":"2026-07-05T03:14:36Z"},{"alias_kind":"arxiv_version","alias_value":"2109.06595v2","created_at":"2026-07-05T03:14:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2109.06595","created_at":"2026-07-05T03:14:36Z"},{"alias_kind":"pith_short_12","alias_value":"CTMIZU464ERV","created_at":"2026-07-05T03:14:36Z"},{"alias_kind":"pith_short_16","alias_value":"CTMIZU464ERVGXS2","created_at":"2026-07-05T03:14:36Z"},{"alias_kind":"pith_short_8","alias_value":"CTMIZU46","created_at":"2026-07-05T03:14:36Z"}],"graph_snapshots":[{"event_id":"sha256:e0bf3bab23d172adb5de727a7a17de6d3a0c03d7b8f231fd49a5798b2e22e639","target":"graph","created_at":"2026-07-05T03:14:36Z","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/2109.06595/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deception technologies like honeypots produce comprehensive log reports, but often lack interoperability with EDR and SIEM technologies. A key bottleneck is that existing information transformation plugins perform well on static logs (e.g. geolocation), but face limitations when it comes to parsing dynamic log topics (e.g. user-generated content). In this paper, we present a run-time system (GPT-2C) that leverages large pre-trained models (GPT-2) to parse dynamic logs generate by a Cowrie SSH honeypot. Our fine-tuned model achieves 89\\% inference accuracy in the new domain and demonstrates acc","authors_text":"Dimitris Tsakalidis, Erion Tsani, Fatima Sadiq, Febrian Setianto, Georgios Domalis, Panos Kostakos","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2021-09-14T11:33:04Z","title":"GPT-2C: A GPT-2 parser for Cowrie honeypot logs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2109.06595","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":"sha256:78fcb2332e073d50cd8e5051675e2601b748455e803720fc1e55776f76673015","target":"record","created_at":"2026-07-05T03:14:36Z","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":"b0895dd5d3964a5ee0ac086f4cf39e75d0a3e935af4c33ade0a53a790c741e05","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2021-09-14T11:33:04Z","title_canon_sha256":"0677babc95a879d63a29b37174c24f4c771edfc35d4bec29c1b94417cd4abe0a"},"schema_version":"1.0","source":{"id":"2109.06595","kind":"arxiv","version":2}},"canonical_sha256":"14d88cd39ee123535e5ab1221bf09740db0fc8a4b91dee1e1dc2171264db2bca","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"14d88cd39ee123535e5ab1221bf09740db0fc8a4b91dee1e1dc2171264db2bca","first_computed_at":"2026-07-05T03:14:36.812324Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:14:36.812324Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8CqazJ0zJOAg+ZmmDoJsjp0DYaV692Pa5vN4I7uSjiPhzBDg82oe9WCPpOTQteOlRX2KKCIgNMK8YL1qZ4eZBw==","signature_status":"signed_v1","signed_at":"2026-07-05T03:14:36.812739Z","signed_message":"canonical_sha256_bytes"},"source_id":"2109.06595","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:78fcb2332e073d50cd8e5051675e2601b748455e803720fc1e55776f76673015","sha256:e0bf3bab23d172adb5de727a7a17de6d3a0c03d7b8f231fd49a5798b2e22e639"],"state_sha256":"972a4de862d59fee3a015b5fc72390f9531241d136458a66b4daf67f6ea38577"}