{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:JA4B4E3GFEEGZQHJ2SOPGXJLTW","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":"c0a726561b6c31eff9241b74b8a09c48323dbd27af353df8db774989092f5086","cross_cats_sorted":["cs.CR","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-30T05:37:39Z","title_canon_sha256":"63ed974b35ed9cb1f72bf2733a5958affa5901367af64729991f8d26b695001c"},"schema_version":"1.0","source":{"id":"2606.31159","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.31159","created_at":"2026-07-01T01:17:30Z"},{"alias_kind":"arxiv_version","alias_value":"2606.31159v1","created_at":"2026-07-01T01:17:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.31159","created_at":"2026-07-01T01:17:30Z"},{"alias_kind":"pith_short_12","alias_value":"JA4B4E3GFEEG","created_at":"2026-07-01T01:17:30Z"},{"alias_kind":"pith_short_16","alias_value":"JA4B4E3GFEEGZQHJ","created_at":"2026-07-01T01:17:30Z"},{"alias_kind":"pith_short_8","alias_value":"JA4B4E3G","created_at":"2026-07-01T01:17:30Z"}],"graph_snapshots":[{"event_id":"sha256:001810d4b5da8b481fde350a2f54de23ca667c59a2f05864c379a19c250039f4","target":"graph","created_at":"2026-07-01T01:17:30Z","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/2606.31159/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) are rapidly transforming software development, yet their use in security-critical contexts raises a key question: do models know when their generated code is insecure? This property, known as calibration, measures whether a model's confidence aligns with the true correctness of its outputs. We present the first large-scale empirical study of security calibration in LLM-generated code. We evaluate GPT-4o-mini, Gemini-2.0-Flash, and Qwen3-Coder-Next across multiple temperature settings on two complementary benchmarks: self-contained security tasks and multi-language ","authors_text":"Joanna C. S. Santos, Md. Nafiu Rahman, Mohammed Latif Siddiq","cross_cats":["cs.CR","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-30T05:37:39Z","title":"An Empirical Study of Security Calibration in Large Language Models for Code"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.31159","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":"sha256:5f862838da3bd920e0fe1ba079916d1c870f6058d866cdabc262903d736e113f","target":"record","created_at":"2026-07-01T01:17:30Z","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":"c0a726561b6c31eff9241b74b8a09c48323dbd27af353df8db774989092f5086","cross_cats_sorted":["cs.CR","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2026-06-30T05:37:39Z","title_canon_sha256":"63ed974b35ed9cb1f72bf2733a5958affa5901367af64729991f8d26b695001c"},"schema_version":"1.0","source":{"id":"2606.31159","kind":"arxiv","version":1}},"canonical_sha256":"48381e136629086cc0e9d49cf35d2b9da8ca900a64ed612aa4ff5b820ede5777","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"48381e136629086cc0e9d49cf35d2b9da8ca900a64ed612aa4ff5b820ede5777","first_computed_at":"2026-07-01T01:17:30.843192Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-01T01:17:30.843192Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lNCBojsD412A3LhH2zTmiLXFSWTFA0+Sy5NykvtMLvYPSZLmisj5IP3pyJq/hWWqbQGe7ewBwxlWRMcyrJsqBQ==","signature_status":"signed_v1","signed_at":"2026-07-01T01:17:30.843759Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.31159","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5f862838da3bd920e0fe1ba079916d1c870f6058d866cdabc262903d736e113f","sha256:001810d4b5da8b481fde350a2f54de23ca667c59a2f05864c379a19c250039f4"],"state_sha256":"167499a4bd4ddaf22a0258dec0a754ea21714e27fa56cdc07553909a762ac109"}