model evaluation

AlignMMBench: Evaluating Chinese Multimodal Alignment in Large Vision-Language Models ACL 2025 “All that Glitters”: Techniques for Evaluations with Unreliable Model and Human Annotations NAACL 2025 An Empirical Analysis of Uncertainty in Large Language Model Evaluations ICLR 2025 A Rapid Test for Accuracy and Bias of Face Recognition Technology WACV 2025 Are Small Language Models Ready to Compete with Large Language Models for Practical Applications? NAACL 2025 Assessing Socio-Cultural Alignment and Technical Safety of Sovereign LLMs EMNLP 2025 Assistant-Guided Mitigation of Teacher Preference Bias in LLM-as-a-Judge EMNLP 2025 A Statistical and Multi-Perspective Revisiting of the Membership Inference Attack in Large Language Models ACL 2025 A Unified Evaluation Framework for Epistemic Predictions AISTATS 2025 Automated Model Evaluation for Object Detection via Prediction Consistency and Reliability ICCV 2025 Background Invariance Testing According to Semantic Proximity ICCV 2025 Battling Misinformation: An Empirical Study on Adversarial Factuality in Open-Source Large Language Models NAACL 2025 Benchmarking AI Text Detection: Assessing Detectors Against New Datasets, Evasion Tactics, and Enhanced LLMs COLING 2025 Benchmarking Distributional Alignment of Large Language Models NAACL 2025 Beyond Pointwise Scores: Decomposed Criteria-Based Evaluation of LLM Responses EMNLP 2025 Beyond Single-Value Metrics: Evaluating and Enhancing LLM Unlearning with Cognitive Diagnosis ACL 2025 Beyond the Surface: Measuring Self-Preference in LLM Judgments EMNLP 2025 BOSE: A Systematic Evaluation Method Optimized for Base Models ACL 2025 C2LEVA: Toward Comprehensive and Contamination-Free Language Model Evaluation ACL 2025 CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-Judges ACL 2025 Can LLMs Rank the Harmfulness of Smaller LLMs? We are Not There Yet ACL 2025 CAST: Cross-modal Alignment Similarity Test for Vision Language Models COLING 2025 Chatbot Arena Estimate: towards a generalized performance benchmark for LLM capabilities NAACL 2025 CodeArena: A Collective Evaluation Platform for LLM Code Generation ACL 2025 Cognitive Biases, Task Complexity, and Result Interpretability in Large Language Models COLING 2025