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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

FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering NAACL 2024
AADMIP: Adversarial Attacks and Defenses Modeling in Industrial Processes IJCAI 2024
TETRIS: Towards Exploring the Robustness of Interactive Segmentation AAAI 2024
OpenVNA: A Framework for Analyzing the Behavior of Multimodal Language Understanding System under Noisy Scenarios ACL 2024
On the Robustness of Document-Level Relation Extraction Models to Entity Name Variations ACL 2024
A Novel Metric for Measuring the Robustness of Large Language Models in Non-adversarial Scenarios EMNLP 2024
Resilience of Large Language Models for Noisy Instructions EMNLP 2024
PPTC-R benchmark: Towards Evaluating the Robustness of Large Language Models for PowerPoint Task Completion EMNLP 2024
Language Models are Surprisingly Fragile to Drug Names in Biomedical Benchmarks EMNLP 2024
Benchmarking Segmentation Models with Mask-Preserved Attribute Editing 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
Can LLM Replace Stack Overflow? A Study on Robustness and Reliability of Large Language Model Code Generation AAAI 2024
Evaluating Robustness of Open Dialogue Summarization Models in the Presence of Naturally Occurring Variations ACL 2024
ImageNet-D: Benchmarking Neural Network Robustness on Diffusion Synthetic Object CVPR 2024
On the Robustness of Editing Large Language Models EMNLP 2024
Evaluating Concurrent Robustness of Language Models Across Diverse Challenge Sets EMNLP 2024
Typos that Broke the RAG’s Back: Genetic Attack on RAG Pipeline by Simulating Documents in the Wild via Low-level Perturbations EMNLP 2024
“Knowing When You Don’t Know”: A Multilingual Relevance Assessment Dataset for Robust Retrieval-Augmented Generation EMNLP 2024
A Sober Look at the Robustness of CLIPs to Spurious Features NIPS 2024
Semi-Truths: A Large-Scale Dataset of AI-Augmented Images for Evaluating Robustness of AI-Generated Image detectors NIPS 2024
IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization NIPS 2024
Reliable Robustness Evaluation via Automatically Constructed Attack Ensembles AAAI 2023
Neural Image Compression: Generalization, Robustness, and Spectral Biases NIPS 2023
PointCA: Evaluating the Robustness of 3D Point Cloud Completion Models against Adversarial Examples AAAI 2023