{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:72IMA6TNVQ46RX5AKWXBBB4HIL","short_pith_number":"pith:72IMA6TN","canonical_record":{"source":{"id":"2503.17885","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-03-22T23:59:17Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"8b7790192b890a43a328197adc44e79136195f15e138699dab7c45d1025de6d7","abstract_canon_sha256":"a255fde7de6a9bb2a4060dbb09f4b6f14dde0c13ba5ff11a1620cf78feeee0ff"},"schema_version":"1.0"},"canonical_sha256":"fe90c07a6dac39e8dfa055ae10878742f9a02ce9b087bc6d1f0454727dc80a25","source":{"kind":"arxiv","id":"2503.17885","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.17885","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"arxiv_version","alias_value":"2503.17885v1","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.17885","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"pith_short_12","alias_value":"72IMA6TNVQ46","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"pith_short_16","alias_value":"72IMA6TNVQ46RX5A","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"pith_short_8","alias_value":"72IMA6TN","created_at":"2026-07-05T10:37:57Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:72IMA6TNVQ46RX5AKWXBBB4HIL","target":"record","payload":{"canonical_record":{"source":{"id":"2503.17885","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-03-22T23:59:17Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"8b7790192b890a43a328197adc44e79136195f15e138699dab7c45d1025de6d7","abstract_canon_sha256":"a255fde7de6a9bb2a4060dbb09f4b6f14dde0c13ba5ff11a1620cf78feeee0ff"},"schema_version":"1.0"},"canonical_sha256":"fe90c07a6dac39e8dfa055ae10878742f9a02ce9b087bc6d1f0454727dc80a25","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:37:57.840634Z","signature_b64":"Tg+lYRz4hwDqmeOi/I5RUnTFm9IKkI6rskNTsmKfrPyveuA2Fjpr3JpFM/73m+CFaauHL2Oyb3t3k1o4Pv75Bg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fe90c07a6dac39e8dfa055ae10878742f9a02ce9b087bc6d1f0454727dc80a25","last_reissued_at":"2026-07-05T10:37:57.839552Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:37:57.839552Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.17885","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":"2026-07-05T10:37:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bE26VW+KWcPTrWAxPs5XfXRU8/OfJk8EkExGfKnThjLFFxeGX5hsWgvpsE2wZp/MaOflaM8zzTEHfxNpQJtCDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T19:40:52.782764Z"},"content_sha256":"034d695fc8bba0de3b82a5b5a7a131403eae05d381aa2a06b152050a29cf2927","schema_version":"1.0","event_id":"sha256:034d695fc8bba0de3b82a5b5a7a131403eae05d381aa2a06b152050a29cf2927"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:72IMA6TNVQ46RX5AKWXBBB4HIL","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Reasoning with LLMs for Zero-Shot Vulnerability Detection","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.SE","authors_text":"Arastoo Zibaeirad, Marco Vieira","submitted_at":"2025-03-22T23:59:17Z","abstract_excerpt":"Automating software vulnerability detection (SVD) remains a critical challenge in an era of increasingly complex and interdependent software systems. Despite significant advances in Large Language Models (LLMs) for code analysis, prevailing evaluation methodologies often lack the \\textbf{context-aware robustness} necessary to capture real-world intricacies and cross-component interactions. To address these limitations, we present \\textbf{VulnSage}, a comprehensive evaluation framework and a dataset curated from diverse, large-scale open-source system software projects developed in C/C++. Unlik"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.17885","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/2503.17885/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":"2026-07-05T10:37:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"VuNFWjEAVvfbqLSlPaC8GXmSQTHQ0r3u4DadgXR0+zcajX+dOseapX/LZVehEQxI0ply9MccwNVIct9zUuXyAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T19:40:52.783258Z"},"content_sha256":"f340677f9cbdeef7fa3c5e0ac361e3b6770f45e25a3dfd804310a5aa9a44a017","schema_version":"1.0","event_id":"sha256:f340677f9cbdeef7fa3c5e0ac361e3b6770f45e25a3dfd804310a5aa9a44a017"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/72IMA6TNVQ46RX5AKWXBBB4HIL/bundle.json","state_url":"https://pith.science/pith/72IMA6TNVQ46RX5AKWXBBB4HIL/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/72IMA6TNVQ46RX5AKWXBBB4HIL/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":"2026-08-16T19:40:52Z","links":{"resolver":"https://pith.science/pith/72IMA6TNVQ46RX5AKWXBBB4HIL","bundle":"https://pith.science/pith/72IMA6TNVQ46RX5AKWXBBB4HIL/bundle.json","state":"https://pith.science/pith/72IMA6TNVQ46RX5AKWXBBB4HIL/state.json","well_known_bundle":"https://pith.science/.well-known/pith/72IMA6TNVQ46RX5AKWXBBB4HIL/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:72IMA6TNVQ46RX5AKWXBBB4HIL","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":"a255fde7de6a9bb2a4060dbb09f4b6f14dde0c13ba5ff11a1620cf78feeee0ff","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-03-22T23:59:17Z","title_canon_sha256":"8b7790192b890a43a328197adc44e79136195f15e138699dab7c45d1025de6d7"},"schema_version":"1.0","source":{"id":"2503.17885","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.17885","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"arxiv_version","alias_value":"2503.17885v1","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.17885","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"pith_short_12","alias_value":"72IMA6TNVQ46","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"pith_short_16","alias_value":"72IMA6TNVQ46RX5A","created_at":"2026-07-05T10:37:57Z"},{"alias_kind":"pith_short_8","alias_value":"72IMA6TN","created_at":"2026-07-05T10:37:57Z"}],"graph_snapshots":[{"event_id":"sha256:f340677f9cbdeef7fa3c5e0ac361e3b6770f45e25a3dfd804310a5aa9a44a017","target":"graph","created_at":"2026-07-05T10:37:57Z","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/2503.17885/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Automating software vulnerability detection (SVD) remains a critical challenge in an era of increasingly complex and interdependent software systems. Despite significant advances in Large Language Models (LLMs) for code analysis, prevailing evaluation methodologies often lack the \\textbf{context-aware robustness} necessary to capture real-world intricacies and cross-component interactions. To address these limitations, we present \\textbf{VulnSage}, a comprehensive evaluation framework and a dataset curated from diverse, large-scale open-source system software projects developed in C/C++. Unlik","authors_text":"Arastoo Zibaeirad, Marco Vieira","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-03-22T23:59:17Z","title":"Reasoning with LLMs for Zero-Shot Vulnerability Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.17885","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":"sha256:034d695fc8bba0de3b82a5b5a7a131403eae05d381aa2a06b152050a29cf2927","target":"record","created_at":"2026-07-05T10:37:57Z","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":"a255fde7de6a9bb2a4060dbb09f4b6f14dde0c13ba5ff11a1620cf78feeee0ff","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-03-22T23:59:17Z","title_canon_sha256":"8b7790192b890a43a328197adc44e79136195f15e138699dab7c45d1025de6d7"},"schema_version":"1.0","source":{"id":"2503.17885","kind":"arxiv","version":1}},"canonical_sha256":"fe90c07a6dac39e8dfa055ae10878742f9a02ce9b087bc6d1f0454727dc80a25","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fe90c07a6dac39e8dfa055ae10878742f9a02ce9b087bc6d1f0454727dc80a25","first_computed_at":"2026-07-05T10:37:57.839552Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:37:57.839552Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Tg+lYRz4hwDqmeOi/I5RUnTFm9IKkI6rskNTsmKfrPyveuA2Fjpr3JpFM/73m+CFaauHL2Oyb3t3k1o4Pv75Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:37:57.840634Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.17885","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:034d695fc8bba0de3b82a5b5a7a131403eae05d381aa2a06b152050a29cf2927","sha256:f340677f9cbdeef7fa3c5e0ac361e3b6770f45e25a3dfd804310a5aa9a44a017"],"state_sha256":"b4ed2f7c4514e4caed6af594b2c6a2c6dbe68b92a91ce48eff9745b9cf0146aa"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lOsuQMXAL4yvsNSTNN/sZOxCgTj/ygilk2ObCDkwqx6U3UR3fpeQpVFmFkB7nI50OYMhRp9ppsoNuydzU+XsBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-16T19:40:52.789511Z","bundle_sha256":"25bbc7d62db0cc86a3968e9801f372845ac9995a963a0bea4f8dc7cd15587faf"}}