{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ZDY5Z3HVFGDYUL3QITYDEAEC7E","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":"025f9da112c73f90c4f83270af0a1ab41c8bd3838b9796bbe9af8d9ed18db983","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-04T22:00:28Z","title_canon_sha256":"cf6c81fc8fde220e53054e00c744aa01dd0ddcd3bc4ffbd791115e781509ab81"},"schema_version":"1.0","source":{"id":"2405.02764","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.02764","created_at":"2026-07-05T09:06:26Z"},{"alias_kind":"arxiv_version","alias_value":"2405.02764v2","created_at":"2026-07-05T09:06:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.02764","created_at":"2026-07-05T09:06:26Z"},{"alias_kind":"pith_short_12","alias_value":"ZDY5Z3HVFGDY","created_at":"2026-07-05T09:06:26Z"},{"alias_kind":"pith_short_16","alias_value":"ZDY5Z3HVFGDYUL3Q","created_at":"2026-07-05T09:06:26Z"},{"alias_kind":"pith_short_8","alias_value":"ZDY5Z3HV","created_at":"2026-07-05T09:06:26Z"}],"graph_snapshots":[{"event_id":"sha256:e2d144fd78bfed23164a0ee426422bca5199e38ef8f45a1c5e9c357dc2acf01b","target":"graph","created_at":"2026-07-05T09:06:26Z","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/2405.02764/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) have revolutionized natural language processing, but their robustness against adversarial attacks remains a critical concern. We presents a novel white-box style attack approach that exposes vulnerabilities in leading open-source LLMs, including Llama, OPT, and T5. We assess the impact of model size, structure, and fine-tuning strategies on their resistance to adversarial perturbations. Our comprehensive evaluation across five diverse text classification tasks establishes a new benchmark for LLM robustness. The findings of this study have far-reaching implications ","authors_text":"Roger Wattenhofer, Xiaochen Zheng, Zeyu Yang, Zhao Meng","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-04T22:00:28Z","title":"Assessing Adversarial Robustness of Large Language Models: An Empirical Study"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.02764","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:ccbcbd14458d1de6658f0f3d0b400a47e951ccf16dfef8e35b8b282bb1333955","target":"record","created_at":"2026-07-05T09:06:26Z","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":"025f9da112c73f90c4f83270af0a1ab41c8bd3838b9796bbe9af8d9ed18db983","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-05-04T22:00:28Z","title_canon_sha256":"cf6c81fc8fde220e53054e00c744aa01dd0ddcd3bc4ffbd791115e781509ab81"},"schema_version":"1.0","source":{"id":"2405.02764","kind":"arxiv","version":2}},"canonical_sha256":"c8f1dcecf529878a2f7044f0320082f9330ae4ef20c546a9d20e5ba5c0639370","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c8f1dcecf529878a2f7044f0320082f9330ae4ef20c546a9d20e5ba5c0639370","first_computed_at":"2026-07-05T09:06:26.151490Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:06:26.151490Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ql9ROOmEeQxh/1ypIORGBGZZAyWpoYP9SjqWN5lf/MI7aZ1QkdtGWY+i2MxoQl2chuYq2GVKtBvIBg/9R2+3Dg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:06:26.152028Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.02764","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ccbcbd14458d1de6658f0f3d0b400a47e951ccf16dfef8e35b8b282bb1333955","sha256:e2d144fd78bfed23164a0ee426422bca5199e38ef8f45a1c5e9c357dc2acf01b"],"state_sha256":"39436856549319fbea969c0c62e8292797087b0e9dd884004d51488fd2d33054"}