Machine Reading Comprehension

CodeReviewQA: The Code Review Comprehension Assessment for Large Language Models ACL 2025 CogSQL: A Cognitive Framework for Enhancing Large Language Models in Text-to-SQL Translation AAAI 2025 ComplexTempQA: A 100m Dataset for Complex Temporal Question Answering EMNLP 2025 CROPE: Evaluating In-Context Adaptation of Vision and Language Models to Culture-Specific Concepts NAACL 2025 CRUXEVAL-X: A Benchmark for Multilingual Code Reasoning, Understanding and Execution ACL 2025 CSTree-SRI: Introspection-Driven Cognitive Semantic Tree for Multi-Turn Question Answering over Extra-Long Contexts ACL 2025 CURIE: Evaluating LLMs on Multitask Scientific Long-Context Understanding and Reasoning ICLR 2025 DeTriever: Decoder-representation-based Retriever for Improving NL2SQL In-Context Learning COLING 2025 Disambiguate First, Parse Later: Generating Interpretations for Ambiguity Resolution in Semantic Parsing ACL 2025 DMIS Lab at ArchEHR-QA 2025: Evidence-Grounded Answer Generation for EHR-based QA via a Multi-Agent Framework ACL 2025 DocBench: A Benchmark for Evaluating LLM-based Document Reading Systems NAACL 2025 Docopilot: Improving Multimodal Models for Document-Level Understanding CVPR 2025 Does Biomedical Training Lead to Better Medical Performance? ACL 2025 Do Large Language Models Truly Understand Geometric Structures? ICLR 2025 Do You Know About My Nation? Investigating Multilingual Language Models’ Cultural Literacy Through Factual Knowledge EMNLP 2025 DRS: Deep Question Reformulation With Structured Output ACL 2025 Dynamic Chunking and Selection for Reading Comprehension of Ultra-Long Context in Large Language Models ACL 2025 Enhancing Extractive Question Answering in Multiparty Dialogues with Logical Inference Memory Network COLING 2025 Evaluating Test-Time Scaling LLMs for Legal Reasoning: OpenAI o1, DeepSeek-R1, and Beyond EMNLP 2025 Evaluating Uncertainty Quantification Methods in Argumentative Large Language Models EMNLP 2025 Extraction of Information Provision Activity Requirements from EU Acquis EMNLP 2025 Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering ACL 2025 Finding Needles in Images: Can Multi-modal LLMs Locate Fine Details? ACL 2025 Fine-grained Adaptive Visual Prompt for Generative Medical Visual Question Answering AAAI 2025 FinGEAR: Financial Mapping-Guided Enhanced Answer Retrieval EMNLP 2025