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robustness evaluation

144 papers

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large language model (31) adversarial attack (27) model robustness (20) adversarial robustness (18) adversarial example (9) benchmark evaluation (9) vision-language model (8) adversarial training (8) domain generalization (8) question answering (7)

Papers

Evaluating Robustness of LLMs to Typographical Noise in Yorùbá QA ACL 2025 Evaluating the Robustness and Accuracy of Text Watermarking Under Real-World Cross-Lingual Manipulations EMNLP 2025 From Benchmark to Better Embeddings: Leveraging Synonym Substitution to Enhance Multimodal Models in Ukrainian EMNLP 2025 HellaSwag-Pro: A Large-Scale Bilingual Benchmark for Evaluating the Robustness of LLMs in Commonsense Reasoning ACL 2025 Investigating the Robustness of Retrieval-Augmented Generation at the Query Level ACL 2025 KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? ACL 2025 MCQFormatBench: Robustness Tests for Multiple-Choice Questions ACL 2025 MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework CVPR 2025 One Model Transfer to All: On Robust Jailbreak Prompts Generation against LLMs ICLR 2025 On the Robustness of Agentic Function Calling NAACL 2025 Principled Personas: Defining and Measuring the Intended Effects of Persona Prompting on Task Performance EMNLP 2025 RDI: An adversarial robustness evaluation metric for deep neural networks based on model statistical features UAI 2025 Retention Score: Quantifying Jailbreak Risks for Vision Language Models AAAI 2025 Robustness Evaluation of the German Extractive Question Answering Task COLING 2025 SelfPrompt: Autonomously Evaluating LLM Robustness via Domain-Constrained Knowledge Guidelines and Refined Adversarial Prompts COLING 2025 Shape and Texture: What Influences Reliable Optical Flow Estimation? CVPR 2025 Towards Robust Universal Information Extraction: Dataset, Evaluation, and Solution ACL 2025 Wait, that’s not an option: LLMs Robustness with Incorrect Multiple-Choice Options ACL 2025 Waste-Bench: A Comprehensive Benchmark for Evaluating VLLMs in Cluttered Environments EMNLP 2025 AADMIP: Adversarial Attacks and Defenses Modeling in Industrial Processes IJCAI 2024 A Novel Metric for Measuring the Robustness of Large Language Models in Non-adversarial Scenarios EMNLP 2024 A Sober Look at the Robustness of CLIPs to Spurious Features NeurIPS 2024 AudioMarkBench: Benchmarking Robustness of Audio Watermarking NeurIPS 2024 Benchmarking Segmentation Models with Mask-Preserved Attribute Editing CVPR 2024 Can LLM Replace Stack Overflow? A Study on Robustness and Reliability of Large Language Model Code Generation AAAI 2024