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robustness evaluation

139 papers

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large language model (13587) adversarial attack (1621) model robustness (480) adversarial robustness (1341) adversarial example (564) benchmark evaluation (1556) adversarial training (1262) language model (4599) question answering (2963) domain generalization (1522)

Papers

The Perceptual Observatory Characterizing Robustness and Grounding in MLLMs WACV 2026
Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation ACL 2026
RobustGait: Robustness Analysis for Appearance Based Gait Recognition WACV 2026
Do Images Speak Louder than Words? Investigating the Effect of Textual Misinformation in VLMs EACL 2026
TTA-Bench: A Comprehensive Benchmark for Evaluating Text-to-Audio Models AAAI 2026
Probing the Safety Robustness of LLMs in Latent Space ACL 2026
FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation EACL 2026
Evaluating the Robustness and Accuracy of Text Watermarking Under Real-World Cross-Lingual Manipulations EMNLP 2025
HellaSwag-Pro: A Large-Scale Bilingual Benchmark for Evaluating the Robustness of LLMs in Commonsense Reasoning ACL 2025
From Benchmark to Better Embeddings: Leveraging Synonym Substitution to Enhance Multimodal Models in Ukrainian EMNLP 2025
On the Robustness of Agentic Function Calling NAACL 2025
Efficient Robustness Evaluation via Constraint Relaxation AAAI 2025
MCQFormatBench: Robustness Tests for Multiple-Choice Questions ACL 2025
Evaluating NL2SQL via SQL2NL EMNLP 2025
Investigating the Robustness of Retrieval-Augmented Generation at the Query Level ACL 2025
ArithmAttack: Evaluating Robustness of LLMs to Noisy Context in Math Problem Solving ACL 2025
SelfPrompt: Autonomously Evaluating LLM Robustness via Domain-Constrained Knowledge Guidelines and Refined Adversarial Prompts COLING 2025
Retention Score: Quantifying Jailbreak Risks for Vision Language Models AAAI 2025
Bridging the Gap Between Ideal and Real-world Evaluation: Benchmarking AI-Generated Image Detection in Challenging Scenarios ICCV 2025
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance WACV 2025
Evaluating Robustness of Large Audio Language Models to Audio Injection: An Empirical Study EMNLP 2025
Robustness Evaluation of the German Extractive Question Answering Task COLING 2025
Towards Robust Universal Information Extraction: Dataset, Evaluation, and Solution ACL 2025
Don’t Score too Early! Evaluating Argument Mining Models on Incomplete Essays ACL 2025
Evaluating Robustness of LLMs to Numerical Variations in Mathematical Reasoning NAACL 2025