benchmark evaluation

EmoCharacter: Evaluating the Emotional Fidelity of Role-Playing Agents in Dialogues NAACL 2025 Empirical Study on Data Attributes Insufficiency of Evaluation Benchmarks for LLMs COLING 2025 EnDive: A Cross-Dialect Benchmark for Fairness and Performance in Large Language Models EMNLP 2025 Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner IJCAI 2025 Episodic Memories Generation and Evaluation Benchmark for Large Language Models ICLR 2025 EquiBench: Benchmarking Large Language Models’ Reasoning about Program Semantics via Equivalence Checking EMNLP 2025 EscapeBench: Towards Advancing Creative Intelligence of Language Model Agents ACL 2025 ESGenius: Benchmarking LLMs on Environmental, Social, and Governance (ESG) and Sustainability Knowledge EMNLP 2025 Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis ACL 2025 ETRQA: A Comprehensive Benchmark for Evaluating Event Temporal Reasoning Abilities of Large Language Models ACL 2025 Evaluating and Enhancing Large Language Models for Novelty Assessment in Scholarly Publications NAACL 2025 Evaluating Cultural Knowledge and Reasoning in LLMs Through Persian Allusions EMNLP 2025 Evaluating Health Question Answering Under Readability-Controlled Style Perturbations EMNLP 2025 Evaluating LLM Reasoning in the Operations Research Domain with ORQA AAAI 2025 Evaluating LLMs’ Mathematical and Coding Competency through Ontology-guided Interventions ACL 2025 Evaluating Multimodal Generative AI with Korean Educational Standards NAACL 2025 Evaluating Multimodal Large Language Models on Video Captioning via Monte Carlo Tree Search ACL 2025 Evaluating Numeracy of Language Models as a Natural Language Inference Task NAACL 2025 Evaluating the Quality of Benchmark Datasets for Low-Resource Languages: A Case Study on Turkish ACL 2025 Evaluating Vision-Language Models as Evaluators in Path Planning CVPR 2025 Evaluating Vision-Language Models for Emotion Recognition NAACL 2025 Evaluating Visual and Cultural Interpretation: The K-Viscuit Benchmark with Human-VLM Collaboration ACL 2025 Examining False Positives under Inference Scaling for Mathematical Reasoning EMNLP 2025 EXCGEC: A Benchmark for Edit-Wise Explainable Chinese Grammatical Error Correction AAAI 2025 Expanding the WMT24++ Benchmark with Rumantsch Grischun, Sursilvan, Sutsilvan, Surmiran, Puter, and Vallader EMNLP 2025