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Evaluation

345 directly classified papers

Papers per year

Papers

Improving Accuracy and Calibration via Differentiated Deep Mutual Learning CVPR 2025
FlashEval: Towards Fast and Accurate Evaluation of Text-to-image Diffusion Generative Models CVPR 2024
ImageNet-D: Benchmarking Neural Network Robustness on Diffusion Synthetic Object CVPR 2024
CORES: Convolutional Response-based Score for Out-of-distribution Detection CVPR 2024
BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation CVPR 2024
VLEU: a Method for Automatic Evaluation for Generalizability of Text-to-Image Models EMNLP 2024
Scaling Laws of Synthetic Images for Model Training ... for Now CVPR 2024
Forgetting Curve: A Reliable Method for Evaluating Memorization Capability for Long-Context Models EMNLP 2024
LawBench: Benchmarking Legal Knowledge of Large Language Models EMNLP 2024
Do LLMs Overcome Shortcut Learning? An Evaluation of Shortcut Challenges in Large Language Models EMNLP 2024
Towards Reproducible, Automated, and Scalable Anomaly Detection AAAI 2024
Accelerating Adversarially Robust Model Selection for Deep Neural Networks via Racing AAAI 2024
Can Large Language Models Understand Real-World Complex Instructions? AAAI 2024
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression AAAI 2024
Benchmarking Segmentation Models with Mask-Preserved Attribute Editing CVPR 2024
A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations EMNLP 2024
Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its Decision AAAI 2024
Impact of Decoding Methods on Human Alignment of Conversational LLMs ACL 2024
A Systematic Analysis on the Temporal Generalization of Language Models in Social Media ACL 2024
Knowledge Acquisition through Continued Pretraining is Difficult: A Case Study on r/AskHistorians ACL 2024
Beyond Text: Unveiling Multimodal Proficiency of Large Language Models with MultiAPI Benchmark ACL 2024
Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness Explanations AAAI 2024
LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores ACL 2024
Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models ACL 2024
Challenging Large Language Models with New Tasks: A Study on their Adaptability and Robustness ACL 2024