{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:VCL33ZRGEIM6K4M5N34KWAHUZG","short_pith_number":"pith:VCL33ZRG","canonical_record":{"source":{"id":"2504.20612","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-04-29T10:23:11Z","cross_cats_sorted":["cs.AI","cs.ET"],"title_canon_sha256":"c01ce698f01a17e7aaa7c44852f0382cd8530267c5d5de5fa5119d3375f96370","abstract_canon_sha256":"b83cd525dc54163307358ec2a7ef72c0f73453e6ffe8103e1ddc4c99b49ba38e"},"schema_version":"1.0"},"canonical_sha256":"a897bde6262219e5719d6ef8ab00f4c9a8e7aef93613719afaf74921796250e9","source":{"kind":"arxiv","id":"2504.20612","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.20612","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"arxiv_version","alias_value":"2504.20612v1","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.20612","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"pith_short_12","alias_value":"VCL33ZRGEIM6","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"pith_short_16","alias_value":"VCL33ZRGEIM6K4M5","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"pith_short_8","alias_value":"VCL33ZRG","created_at":"2026-07-05T10:55:45Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:VCL33ZRGEIM6K4M5N34KWAHUZG","target":"record","payload":{"canonical_record":{"source":{"id":"2504.20612","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-04-29T10:23:11Z","cross_cats_sorted":["cs.AI","cs.ET"],"title_canon_sha256":"c01ce698f01a17e7aaa7c44852f0382cd8530267c5d5de5fa5119d3375f96370","abstract_canon_sha256":"b83cd525dc54163307358ec2a7ef72c0f73453e6ffe8103e1ddc4c99b49ba38e"},"schema_version":"1.0"},"canonical_sha256":"a897bde6262219e5719d6ef8ab00f4c9a8e7aef93613719afaf74921796250e9","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:55:45.553713Z","signature_b64":"8vwwGPOUD51S43L1Tse/DH47SjQmNCLnLkR3SEp9JbgcPAz4tV4NRsTkyPW5BvDPLH7GwD6I7sU+JxPGBO6BCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a897bde6262219e5719d6ef8ab00f4c9a8e7aef93613719afaf74921796250e9","last_reissued_at":"2026-07-05T10:55:45.553190Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:55:45.553190Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2504.20612","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":"2026-07-05T10:55:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xuU5KpD408PpCX7QXW35Tc3bBwead57eYOYJFxDTlirQ+E4EG4SsaE9Zc1oYVCAZXJCg+l02uKOAzS2HsCkBDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T02:03:35.479163Z"},"content_sha256":"c6536bb06d97b5dde7424c05b4e1992df3e01f723ce874cb8f9808d3f01c93ce","schema_version":"1.0","event_id":"sha256:c6536bb06d97b5dde7424c05b4e1992df3e01f723ce874cb8f9808d3f01c93ce"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:VCL33ZRGEIM6K4M5N34KWAHUZG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.ET"],"primary_cat":"cs.CR","authors_text":"Deven Lunkad, Naziya Aslam, Sandeep Kumar Shukla, S. Venkatesan, Swaroop Dora","submitted_at":"2025-04-29T10:23:11Z","abstract_excerpt":"The rapid advancement of Large Language Models (LLMs) has enhanced software development processes, minimizing the time and effort required for coding and enhancing developer productivity. However, despite their potential benefits, code generated by LLMs has been shown to generate insecure code in controlled environments, raising critical concerns about their reliability and security in real-world applications. This paper uses predefined security parameters to evaluate the security compliance of LLM-generated code across multiple models, such as ChatGPT, DeepSeek, Claude, Gemini and Grok. The a"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.20612","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/2504.20612/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":"2026-07-05T10:55:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xfkUnxizI0pJVpMjx6X1BcBwmVS01k33D1ywZhxQiakkGbsEQB8pvSX+nvomzwi8SFcaK2hjo3ZwM8N6qn3YCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T02:03:35.480020Z"},"content_sha256":"d61c82ceaa83ff8e7a1987478314f8e159968020777d768183c59c1f648a077d","schema_version":"1.0","event_id":"sha256:d61c82ceaa83ff8e7a1987478314f8e159968020777d768183c59c1f648a077d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VCL33ZRGEIM6K4M5N34KWAHUZG/bundle.json","state_url":"https://pith.science/pith/VCL33ZRGEIM6K4M5N34KWAHUZG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VCL33ZRGEIM6K4M5N34KWAHUZG/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":"2026-08-23T02:03:35Z","links":{"resolver":"https://pith.science/pith/VCL33ZRGEIM6K4M5N34KWAHUZG","bundle":"https://pith.science/pith/VCL33ZRGEIM6K4M5N34KWAHUZG/bundle.json","state":"https://pith.science/pith/VCL33ZRGEIM6K4M5N34KWAHUZG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VCL33ZRGEIM6K4M5N34KWAHUZG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:VCL33ZRGEIM6K4M5N34KWAHUZG","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":"b83cd525dc54163307358ec2a7ef72c0f73453e6ffe8103e1ddc4c99b49ba38e","cross_cats_sorted":["cs.AI","cs.ET"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-04-29T10:23:11Z","title_canon_sha256":"c01ce698f01a17e7aaa7c44852f0382cd8530267c5d5de5fa5119d3375f96370"},"schema_version":"1.0","source":{"id":"2504.20612","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.20612","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"arxiv_version","alias_value":"2504.20612v1","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.20612","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"pith_short_12","alias_value":"VCL33ZRGEIM6","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"pith_short_16","alias_value":"VCL33ZRGEIM6K4M5","created_at":"2026-07-05T10:55:45Z"},{"alias_kind":"pith_short_8","alias_value":"VCL33ZRG","created_at":"2026-07-05T10:55:45Z"}],"graph_snapshots":[{"event_id":"sha256:d61c82ceaa83ff8e7a1987478314f8e159968020777d768183c59c1f648a077d","target":"graph","created_at":"2026-07-05T10:55:45Z","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/2504.20612/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The rapid advancement of Large Language Models (LLMs) has enhanced software development processes, minimizing the time and effort required for coding and enhancing developer productivity. However, despite their potential benefits, code generated by LLMs has been shown to generate insecure code in controlled environments, raising critical concerns about their reliability and security in real-world applications. This paper uses predefined security parameters to evaluate the security compliance of LLM-generated code across multiple models, such as ChatGPT, DeepSeek, Claude, Gemini and Grok. The a","authors_text":"Deven Lunkad, Naziya Aslam, Sandeep Kumar Shukla, S. Venkatesan, Swaroop Dora","cross_cats":["cs.AI","cs.ET"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-04-29T10:23:11Z","title":"The Hidden Risks of LLM-Generated Web Application Code: A Security-Centric Evaluation of Code Generation Capabilities in Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.20612","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:c6536bb06d97b5dde7424c05b4e1992df3e01f723ce874cb8f9808d3f01c93ce","target":"record","created_at":"2026-07-05T10:55:45Z","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":"b83cd525dc54163307358ec2a7ef72c0f73453e6ffe8103e1ddc4c99b49ba38e","cross_cats_sorted":["cs.AI","cs.ET"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-04-29T10:23:11Z","title_canon_sha256":"c01ce698f01a17e7aaa7c44852f0382cd8530267c5d5de5fa5119d3375f96370"},"schema_version":"1.0","source":{"id":"2504.20612","kind":"arxiv","version":1}},"canonical_sha256":"a897bde6262219e5719d6ef8ab00f4c9a8e7aef93613719afaf74921796250e9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a897bde6262219e5719d6ef8ab00f4c9a8e7aef93613719afaf74921796250e9","first_computed_at":"2026-07-05T10:55:45.553190Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:55:45.553190Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8vwwGPOUD51S43L1Tse/DH47SjQmNCLnLkR3SEp9JbgcPAz4tV4NRsTkyPW5BvDPLH7GwD6I7sU+JxPGBO6BCg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:55:45.553713Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.20612","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c6536bb06d97b5dde7424c05b4e1992df3e01f723ce874cb8f9808d3f01c93ce","sha256:d61c82ceaa83ff8e7a1987478314f8e159968020777d768183c59c1f648a077d"],"state_sha256":"5c7aadc66914170ca8cc54812ab46c86b92f8cca30f6a5e81bf64a8ccf97419d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"R0lCeYkT7KnVFEviq/YbJJ4YR8ooLjOaXgAcVLReeLn9iv7o2Sj/idmowfLyF3/Q+za7YQ2kSY4XG0w4hc/gBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-23T02:03:35.484552Z","bundle_sha256":"5e3d335e5d5e297b543005be842f56e5b3a79d7410f6d4bf9c39e9379c8f9897"}}