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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

There is more than one kind of robustness: Fooling Whisper with adversarial examples INTERSPEECH 2023
SAFARI: Versatile and Efficient Evaluations for Robustness of Interpretability ICCV 2023
COCO-O: A Benchmark for Object Detectors under Natural Distribution Shifts ICCV 2023
RVCL: Evaluating the Robustness of Contrastive Learning via Verification JMLR 2023
ASSERT: Automated Safety Scenario Red Teaming for Evaluating the Robustness of Large Language Models EMNLP 2023
GLUE-X: Evaluating Natural Language Understanding Models from an Out-of-Distribution Generalization Perspective ACL 2023
From Adversarial Arms Race to Model-centric Evaluation: Motivating a Unified Automatic Robustness Evaluation Framework ACL 2023
Cross-Modal Attribute Insertions for Assessing the Robustness of Vision-and-Language Learning ACL 2023
ReCode: Robustness Evaluation of Code Generation Models ACL 2023
Back Transcription as a Method for Evaluating Robustness of Natural Language Understanding Models to Speech Recognition Errors EMNLP 2023
Rethinking Document-Level Relation Extraction: A Reality Check ACL 2023
RoMQA: A Benchmark for Robust, Multi-evidence, Multi-answer Question Answering EMNLP 2023
Large Language Models Can be Lazy Learners: Analyze Shortcuts in In-Context Learning ACL 2023
RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations ACL 2023
Preserving Knowledge Invariance: Rethinking Robustness Evaluation of Open Information Extraction EMNLP 2023
INVITE: a Testbed of Automatically Generated Invalid Questions to Evaluate Large Language Models for Hallucinations EMNLP 2023
Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts NIPS 2023
How Fragile is Relation Extraction under Entity Replacements? CONLL 2023
Sparse Black-Box Multimodal Attack for Vision-Language Adversary Generation EMNLP 2023
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models NIPS 2023
A Robustness Evaluation Framework for Argument Mining COLING 2022
RobustLR: A Diagnostic Benchmark for Evaluating Logical Robustness of Deductive Reasoners EMNLP 2022
MORA: Improving Ensemble Robustness Evaluation with Model Reweighing Attack NIPS 2022
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations NIPS 2022
Robustness Evaluation of Text Classification Models Using Mathematical Optimization and Its Application to Adversarial Training AACL 2022