Evaluation

BEE: Metric-Adapted Explanations via Baseline Exploration-Exploitation AAAI 2025 BehaviorBox: Automated Discovery of Fine-Grained Performance Differences Between Language Models ACL 2025 Benchmarking AI Text Detection: Assessing Detectors Against New Datasets, Evasion Tactics, and Enhanced LLMs COLING 2025 Benchmarking and Improving LLM Robustness for Personalized Generation EMNLP 2025 Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models EMNLP 2025 Benchmarking Deep Search over Heterogeneous Enterprise Data EMNLP 2025 Benchmarking Failures in Tool-Augmented Language Models NAACL 2025 Benchmarking for Domain-Specific LLMs: A Case Study on Academia and Beyond EMNLP 2025 Benchmarking Large Language Models Under Data Contamination: A Survey from Static to Dynamic Evaluation EMNLP 2025 Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards EMNLP 2025 Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories ACL 2025 Benchmarking LLMs for Translating Classical Chinese Poetry: Evaluating Adequacy, Fluency, and Elegance EMNLP 2025 Benchmarking LLMs on Semantic Overlap Summarization EMNLP 2025 Benchmark Profiling: Mechanistic Diagnosis of LLM Benchmarks EMNLP 2025 Better Understandings and Configurations in MaxSAT Stochastic Local Search Solvers via Anytime Performance Analysis AAAI 2025 Beyond Benchmarks: Building a Richer Cross-Document Event Coreference Dataset with Decontextualization NAACL 2025 Beyond Checkmate: Exploring the Creative Choke Points for AI Generated Texts EMNLP 2025 Beyond Context to Cognitive Appraisal: Emotion Reasoning as a Theory of Mind Benchmark for Large Language Models ACL 2025 Beyond Data Quantity: Key Factors Driving Performance in Multilingual Language Models COLING 2025 Beyond Human Labels: A Multi-Linguistic Auto-Generated Benchmark for Evaluating Large Language Models on Resume Parsing EMNLP 2025 Beyond Metrics: Evaluating LLMs Effectiveness in Culturally Nuanced, Low-Resource Real-World Scenarios ACL 2025 Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization ACL 2025 Beyond Pointwise Scores: Decomposed Criteria-Based Evaluation of LLM Responses EMNLP 2025 Beyond Text Compression: Evaluating Tokenizers Across Scales ACL 2025 Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025