Machine Reading Comprehension

Planetarium: A Rigorous Benchmark for Translating Text to Structured Planning Languages NAACL 2025 ProcessBench: Identifying Process Errors in Mathematical Reasoning ACL 2025 Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval EMNLP 2025 Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies ACL 2025 RadQA-DPO: A Radiology Question Answering System with Encoder-Decoder Models Enhanced by Direct Preference Optimization ACL 2025 RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models ACL 2025 RefactorBench: Evaluating Stateful Reasoning in Language Agents Through Code ICLR 2025 Reference-Guided Verdict: LLMs-as-Judges in Automatic Evaluation of Free-Form QA EMNLP 2025 Reflection on Knowledge Graph for Large Language Models Reasoning ACL 2025 Reliable and Diverse Evaluation of LLM Medical Knowledge Mastery ICLR 2025 Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning AAAI 2025 Return of EM: Entity-driven Answer Set Expansion for QA Evaluation COLING 2025 RISE: Reasoning Enhancement via Iterative Self-Exploration in Multi-hop Question Answering ACL 2025 RMath: A Logic Reasoning-Focused Datasets Toward Mathematical Multistep Reasoning Tasks AAAI 2025 ROBOTO2: An Interactive System and Dataset for LLM-assisted Clinical Trial Risk of Bias Assessment EMNLP 2025 SEAGraph: Unveiling the Whole Story of Paper Review Comments IJCNLP 2025 Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering ACL 2025 SelfElicit: Your Language Model Secretly Knows Where is the Relevant Evidence ACL 2025 Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models ICLR 2025 Should I Believe in What Medical AI Says? A Chinese Benchmark for Medication Based on Knowledge and Reasoning ACL 2025 Skeletons Matter: Dynamic Data Augmentation for Text-to-Query EMNLP 2025 Structured List-Grounded Question Answering COLING 2025 Sufficient Context: A New Lens on Retrieval Augmented Generation Systems ICLR 2025 T2R-BENCH: A Benchmark for Real World Table-to-Report Task EMNLP 2025 Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension AAAI 2025