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Machine Reading Comprehension

966 directly classified papers

Papers per year

Papers

DocR1: Evidence Page-Guided GRPO for Multi-Page Document Understanding AAAI 2026
The Problem of Ambiguity in Table Question Answering EACL 2026
DebateQA: Evaluating Question Answering on Debatable Knowledge EACL 2026
COMPACT: Building Compliance Paralegals via Clause Graph Reasoning over Contracts EACL 2026
Towards Dynamic Theory of Mind: Evaluating LLM Adaptation to Temporal Evolution of Human States ACL 2025
Finding Needles in Images: Can Multi-modal LLMs Locate Fine Details? ACL 2025
DMIS Lab at ArchEHR-QA 2025: Evidence-Grounded Answer Generation for EHR-based QA via a Multi-Agent Framework ACL 2025
Can Vision-Language Models Evaluate Handwritten Math? ACL 2025
MiniLongBench: The Low-cost Long Context Understanding Benchmark for Large Language Models ACL 2025
Planning for Success: Exploring LLM Long-term Planning Capabilities in Table Understanding ACL 2025
KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts EMNLP 2025
Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understanding EMNLP 2025
XLQA: A Benchmark for Locale-Aware Multilingual Open-Domain Question Answering EMNLP 2025
Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval EMNLP 2025
ComplexTempQA: A 100m Dataset for Complex Temporal Question Answering EMNLP 2025
UIC at ArchEHR-QA 2025: Tri-Step Pipeline for Reliable Grounded Medical Question Answering ACL 2025
Morables: A Benchmark for Assessing Abstract Moral Reasoning in LLMs with Fables EMNLP 2025
Beyond Pairwise: Global Zero-shot Temporal Graph Generation EMNLP 2025
ROBOTO2: An Interactive System and Dataset for LLM-assisted Clinical Trial Risk of Bias Assessment EMNLP 2025
Do You Know About My Nation? Investigating Multilingual Language Models’ Cultural Literacy Through Factual Knowledge EMNLP 2025
Can LLMs Reliably Simulate Real Students’ Abilities in Mathematics and Reading Comprehension? ACL 2025
AlexNLP-MO at SemEval-2025 Task 8: A Chain of Thought Framework for Question-Answering over Tabular Data SEMEVAL 2025
LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025
Hindi Reading Comprehension: Do Large Language Models Exhibit Semantic Understanding? COLING 2025
Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards EMNLP 2025