Question Answering

What You See is What You Ask: Evaluating Audio Descriptions EMNLP 2025 When and How to Augment Your Input: Question Routing Helps Balance the Accuracy and Efficiency of Large Language Models NAACL 2025 When in Doubt, Ask First: A Unified Retrieval Agent-Based System for Ambiguous and Unanswerable Question Answering IJCNLP 2025 When Multilingual Models Compete with Monolingual Domain-Specific Models in Clinical Question Answering NAACL 2025 When Open-Vocabulary Visual Question Answering Meets Causal Adapter: Benchmark and Approach AAAI 2025 Where is this coming from? Making groundedness count in the evaluation of Document VQA models NAACL 2025 Which of These Best Describes Multiple Choice Evaluation with LLMs? A) Forced B) Flawed C) Fixable D) All of the Above ACL 2025 Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025 Why Has Predicting Downstream Capabilities of Frontier AI Models with Scale Remained Elusive? ICML 2025 WikiBigEdit: Understanding the Limits of Lifelong Knowledge Editing in LLMs ICML 2025 WIKIGENBENCH:Exploring Full-length Wikipedia Generation under Real-World Scenario COLING 2025 WikiMixQA: A Multimodal Benchmark for Question Answering over Tables and Charts ACL 2025 WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild ICLR 2025 Will Gen Z users look for evidence to verify QA System-generated answers? NAACL 2025 Will It Still Be True Tomorrow? Multilingual Evergreen Question Classification to Improve Trustworthy QA EMNLP 2025 Will the Prince Get True Love’s Kiss? On the Model Sensitivity to Gender Perturbation over Fairytale Texts NAACL 2025 Winning Big with Small Models: Knowledge Distillation vs. Self-Training for Reducing Hallucination in QA Agents ACL 2025 WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications ACL 2025 WisPerMed at ArchEHR-QA 2025: A Modular, Relevance-First Approach for Grounded Question Answering on Eletronic Health Records ACL 2025 WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct ICLR 2025 WMarkGPT: Watermarked Image Understanding via Multimodal Large Language Models ICML 2025 WOMD-Reasoning: A Large-Scale Dataset for Interaction Reasoning in Driving ICML 2025 WorldMedQA-V: a multilingual, multimodal medical examination dataset for multimodal language models evaluation NAACL 2025 WXImpactBench: A Disruptive Weather Impact Understanding Benchmark for Evaluating Large Language Models ACL 2025 XFinBench: Benchmarking LLMs in Complex Financial Problem Solving and Reasoning ACL 2025