Question Answering

LeMAJ (Legal LLM-as-a-Judge): Bridging Legal Reasoning and LLM Evaluation EMNLP 2025 Let LLMs Take on the Latest Challenges! A Chinese Dynamic Question Answering Benchmark COLING 2025 Leveraging Large Language Models for Conversational Multi-Doc Question Answering: The First Place of WSDM Cup 2024 ACL 2025 Leveraging LLM-Generated Schema Descriptions for Unanswerable Question Detection in Clinical Data COLING 2025 Leveraging Online Olympiad-Level Math Problems for LLMs Training and Contamination-Resistant Evaluation ICML 2025 LexTime: A Benchmark for Temporal Ordering of Legal Events EMNLP 2025 LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph AAAI 2025 Lightweight Query Checkpoint: Classifying Faulty User Queries to Mitigate Hallucinations in Large Language Model Question Answering ACL 2025 LIMICS at ArchEHR-QA 2025: Prompting LLMs Beats Fine-Tuned Embeddings ACL 2025 Listen to the Context: Towards Faithful Large Language Models for Retrieval Augmented Generation on Climate Questions ACL 2025 LiteraryQA: Towards Effective Evaluation of Long-document Narrative QA EMNLP 2025 LLM-based Typed Hyperresolution for Commonsense Reasoning with Knowledge Bases ICLR 2025 LLM Distillation for Efficient Few-Shot Multiple Choice Question Answering EMNLP 2025 LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation EMNLP 2025 LLMForum-RAG: A Multilingual, Multi-domain Framework for Factual Reasoning via Weighted Retrieval and LLM Collaboration IJCNLP 2025 LLM-Independent Adaptive RAG: Let the Question Speak for Itself EMNLP 2025 LLMs May Perform MCQA by Selecting the Least Incorrect Option COLING 2025 LLM-Symbolic Integration for Robust Temporal Tabular Reasoning ACL 2025 Localizing and Mitigating Errors in Long-form Question Answering ACL 2025 Locate-then-edit for Multi-hop Factual Recall under Knowledge Editing ICML 2025 LOG: A Local-to-Global Optimization Approach for Retrieval-based Explainable Multi-Hop Question Answering COLING 2025 LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks ACL 2025 LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-Context QA ACL 2025 Long Context Benchmark for the Russian Language EMNLP 2025 LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data ACL 2025