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llm robustness

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large language model (5) adversarial attack (3) adversarial learning (2) benchmark evaluation (2) linguistic evidence (1) adversarial manipulation (1) purchasing behavior (1) automated review (1) textual manipulation (1) agentic decomposition (1)

Papers

CluCERT: Certifying LLM Robustness via Clustering-Guided Denoising Smoothing AAAI 2026 Assessing Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks ACL 2025 Bias Beware: The Impact of Cognitive Biases on LLM-Driven Product Recommendations EMNLP 2025 Breaking the Reviewer: Assessing the Vulnerability of Large Language Models in Automated Peer Review Under Textual Adversarial Attacks EMNLP 2025 Robust Native Language Identification through Agentic Decomposition EMNLP 2025 SQUAB: Evaluating LLM robustness to Ambiguous and Unanswerable Questions in Semantic Parsing EMNLP 2025 Evaluating the Instruction-Following Robustness of Large Language Models to Prompt Injection EMNLP 2024 JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models NeurIPS 2024