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Machine Reading Comprehension

966 directly classified papers

Papers per year

Papers

LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-Context QA ACL 2025
Evaluating Test-Time Scaling LLMs for Legal Reasoning: OpenAI o1, DeepSeek-R1, and Beyond EMNLP 2025
Can Multimodal Large Language Models Understand Spatial Relations? ACL 2025
LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks ACL 2025
Y-NQ: English-Yorùbá Evaluation dataset for Open-Book Reading Comprehension with Open-Ended Questions ACL 2025
Dynamic Chunking and Selection for Reading Comprehension of Ultra-Long Context in Large Language Models ACL 2025
Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies ACL 2025
Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering ACL 2025
Should I Believe in What Medical AI Says? A Chinese Benchmark for Medication Based on Knowledge and Reasoning ACL 2025
RadQA-DPO: A Radiology Question Answering System with Encoder-Decoder Models Enhanced by Direct Preference Optimization ACL 2025
Can AI Validate Science? Benchmarking LLMs on Claim →Evidence Reasoning in AI Papers IJCNLP 2025
RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models ACL 2025
MinosEval: Distinguishing Factoid and Non-Factoid for Tailored Open-Ended QA Evaluation with LLMs ACL 2025
A Scalable Framework for Legal Text Understanding in Regulatory and Financial Contexts. COLING 2025
X-FLoRA: Cross-modal Federated Learning with Modality-expert LoRA for Medical VQA EMNLP 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
Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025
Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation EMNLP 2025
Do You Know About My Nation? Investigating Multilingual Language Models’ Cultural Literacy Through Factual Knowledge EMNLP 2025
Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards EMNLP 2025
Unilaw-R1: A Large Language Model for Legal Reasoning with Reinforcement Learning and Iterative Inference EMNLP 2025
T2R-BENCH: A Benchmark for Real World Table-to-Report Task EMNLP 2025
Understanding LLMs’ Cross-Lingual Context Retrieval: How Good It Is And Where It Comes From EMNLP 2025
PIPER: Benchmarking and Prompting Event Reasoning Boundary of LLMs via Debiasing-Distillation Enhanced Tuning ACL 2025