conftrace_

robustness evaluation

139 papers

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Co-occurring keywords

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

From Benchmark to Better Embeddings: Leveraging Synonym Substitution to Enhance Multimodal Models in Ukrainian EMNLP 2025
KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? ACL 2025
Evaluating the Robustness and Accuracy of Text Watermarking Under Real-World Cross-Lingual Manipulations EMNLP 2025
MCQFormatBench: Robustness Tests for Multiple-Choice Questions ACL 2025
Benchmarking and Improving LLM Robustness for Personalized Generation EMNLP 2025
AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples AAAI 2025
Evaluating Robustness of LLMs to Typographical Noise in Yorùbá QA ACL 2025
Can Go AIs Be Adversarially Robust? AAAI 2025
Wait, that’s not an option: LLMs Robustness with Incorrect Multiple-Choice Options ACL 2025
Evaluating Robustness of Large Audio Language Models to Audio Injection: An Empirical Study EMNLP 2025
Evaluating Robustness of LLMs to Numerical Variations in Mathematical Reasoning NAACL 2025
Retention Score: Quantifying Jailbreak Risks for Vision Language Models AAAI 2025
MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework CVPR 2025
Bridging the Gap Between Ideal and Real-world Evaluation: Benchmarking AI-Generated Image Detection in Challenging Scenarios ICCV 2025
On the Robustness of Large Multimodal Models Against Image Adversarial Attacks CVPR 2024
SETLEXSEM CHALLENGE: Using Set Operations to Evaluate the Lexical and Semantic Robustness of Language Models NIPS 2024
DiffHammer: Rethinking the Robustness of Diffusion-Based Adversarial Purification NIPS 2024
FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering NAACL 2024
Navigating the Shadows: Unveiling Effective Disturbances for Modern AI Content Detectors ACL 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
AADMIP: Adversarial Attacks and Defenses Modeling in Industrial Processes IJCAI 2024
GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers ACL 2024
Language Models are Surprisingly Fragile to Drug Names in Biomedical Benchmarks EMNLP 2024
Distribution Shifts Are Bottlenecks: Extensive Evaluation for Grounding Language Models to Knowledge Bases EACL 2024