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Machine Reading Comprehension

966 directly classified papers

Papers per year

Papers

Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understanding EMNLP 2025
Literary Evidence Retrieval via Long-Context Language Models ACL 2025
Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval EMNLP 2025
From End-Users to Co-Designers: Lessons from Teachers ACL 2025
Extraction of Information Provision Activity Requirements from EU Acquis EMNLP 2025
VisTRA: Visual Tool-use Reasoning Analyzer for Small Object Visual Question Answering ACL 2025
DocBench: A Benchmark for Evaluating LLM-based Document Reading Systems NAACL 2025
Can LLMs Reliably Simulate Real Students’ Abilities in Mathematics and Reading Comprehension? ACL 2025
Understanding the Impact of Confidence in Retrieval Augmented Generation: A Case Study in the Medical Domain ACL 2025
LAILab at ArchEHR-QA 2025: Test-time scaling for evidence selection in grounded question answering from electronic health records ACL 2025
UTSA-NLP at ArchEHR-QA 2025: Improving EHR Question Answering via Self-Consistency Prompting ACL 2025
LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025
UIC at ArchEHR-QA 2025: Tri-Step Pipeline for Reliable Grounded Medical Question Answering ACL 2025
DMIS Lab at ArchEHR-QA 2025: Evidence-Grounded Answer Generation for EHR-based QA via a Multi-Agent Framework ACL 2025
Planning for Success: Exploring LLM Long-term Planning Capabilities in Table Understanding ACL 2025
Does Biomedical Training Lead to Better Medical Performance? ACL 2025
Can LLMs Recognize Their Own Analogical Hallucinations? Evaluating Uncertainty Estimation for Analogical Reasoning ACL 2025
FrontierScience Bench: Evaluating AI Research Capabilities in LLMs ACL 2025
AILS-NTUA at SemEval-2025 Task 8: Language-to-Code prompting and Error Fixing for Tabular Question Answering ACL 2025
ComplexTempQA: A 100m Dataset for Complex Temporal Question Answering EMNLP 2025
LLMs cannot spot math errors, even when allowed to peek into the solution EMNLP 2025
MedOdyssey: A Medical Domain Benchmark for Long Context Evaluation Up to 200K Tokens NAACL 2025
Multi-Sourced Compositional Generalization in Visual Question Answering IJCAI 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