Machine Reading Comprehension

REaR : Retrieve, Expand and Refine for Effective Multitable Retrieval ACL 2026 Rectify Evaluation Preference: Improving LLMs’ Critique on Math Reasoning via Perplexity-aware Reinforcement Learning AAAI 2026 SCALAR: Scientific Citation-based Live Assessment of Long-context Academic Reasoning EACL 2026 SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling AAAI 2026 The Problem of Ambiguity in Table Question Answering EACL 2026 ThinkStruct: RST-Aware Attention for Logical Reasoning in Machine Reading Comprehension CoNLL 2026 A Comprehensive Literary Chinese Reading Comprehension Dataset with an Evidence Curation Based Solution EMNLP 2025 AlexNLP-MO at SemEval-2025 Task 8: A Chain of Thought Framework for Question-Answering over Tabular Data SemEval 2025 AlgoPuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Algorithmic Multimodal Puzzles NAACL 2025 A Reality Check on Context Utilisation for Retrieval-Augmented Generation ACL 2025 ArgHiTZ at ArchEHR-QA 2025: A Two-Step Divide and Conquer Approach to Patient Question Answering for Top Factuality ACL 2025 A Scalable Framework for Legal Text Understanding in Regulatory and Financial Contexts. COLING 2025 Beyond Pairwise: Global Zero-shot Temporal Graph Generation EMNLP 2025 Can AI Validate Science? Benchmarking LLMs on Claim →Evidence Reasoning in AI Papers IJCNLP 2025 Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation EMNLP 2025 Can LLMs Recognize Their Own Analogical Hallucinations? Evaluating Uncertainty Estimation for Analogical Reasoning ACL 2025 Can LLMs Reliably Simulate Real Students’ Abilities in Mathematics and Reading Comprehension? ACL 2025 Can Multimodal Large Language Models Understand Spatial Relations? ACL 2025 Can Vision-Language Models Evaluate Handwritten Math? ACL 2025 CC-OCR: A Comprehensive and Challenging OCR Benchmark for Evaluating Large Multimodal Models in Literacy ICCV 2025 CHECK-MAT: Probing the Mathematical Reasoning and Rubric-Alignment of Vision-Language Models on Handwritten Solutions EMNLP 2025 CiteLab: Developing and Diagnosing LLM Citation Generation Workflows via the Human-LLM Interaction ACL 2025 ClimaQA: An Automated Evaluation Framework for Climate Question Answering Models ICLR 2025 CMedCalc-Bench: A Fine-Grained Benchmark for Chinese Medical Calculations in LLM EMNLP 2025 CodeComplex: Dataset for Worst-Case Time Complexity Prediction EMNLP 2025