Machine Reading Comprehension

TOP-Training: Target-Oriented Pretraining for Medical Extractive Question Answering COLING 2025 Towards Dynamic Theory of Mind: Evaluating LLM Adaptation to Temporal Evolution of Human States ACL 2025 UIC at ArchEHR-QA 2025: Tri-Step Pipeline for Reliable Grounded Medical Question Answering ACL 2025 Understanding LLMs’ Cross-Lingual Context Retrieval: How Good It Is And Where It Comes From EMNLP 2025 Understanding the Impact of Confidence in Retrieval Augmented Generation: A Case Study in the Medical Domain ACL 2025 Unilaw-R1: A Large Language Model for Legal Reasoning with Reinforcement Learning and Iterative Inference EMNLP 2025 UTSA-NLP at ArchEHR-QA 2025: Improving EHR Question Answering via Self-Consistency Prompting ACL 2025 Validate Your Authority: Benchmarking LLMs on Multi-Label Precedent Treatment Classification EMNLP 2025 VariantBench: A Framework for Evaluating LLMs on Justifications for Genetic Variant Interpretation IJCNLP 2025 VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning EMNLP 2025 VisTRA: Visual Tool-use Reasoning Analyzer for Small Object Visual Question Answering ACL 2025 Visual Question Answering for Peruvian Cuisine in Regional Spanish AAAI 2025 What Has Been Lost with Synthetic Evaluation? EMNLP 2025 WikiMixQA: A Multimodal Benchmark for Question Answering over Tables and Charts ACL 2025 WisPerMed at ArchEHR-QA 2025: A Modular, Relevance-First Approach for Grounded Question Answering on Eletronic Health Records ACL 2025 X-FLoRA: Cross-modal Federated Learning with Modality-expert LoRA for Medical VQA EMNLP 2025 XLQA: A Benchmark for Locale-Aware Multilingual Open-Domain Question Answering EMNLP 2025 Y-NQ: English-Yorùbá Evaluation dataset for Open-Book Reading Comprehension with Open-Ended Questions ACL 2025 0x.Yuan at SemEval-2024 Task 5: Enhancing Legal Argument Reasoning with Structured Prompts SemEval 2024 2DP-2MRC: 2-Dimensional Pointer-based Machine Reading Comprehension Method for Multimodal Moment Retrieval Interspeech 2024 ABSEval: An Agent-based Framework for Script Evaluation EMNLP 2024 Adapting Large Language Models via Reading Comprehension ICLR 2024 Adaptive Question Answering: Enhancing Language Model Proficiency for Addressing Knowledge Conflicts with Source Citations EMNLP 2024 AgentBench: Evaluating LLMs as Agents ICLR 2024 A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts ICML 2024