Machine Reading Comprehension

From End-Users to Co-Designers: Lessons from Teachers ACL 2025 From Multiple-Choice to Extractive QA: A Case Study for English and Arabic COLING 2025 FrontierScience Bench: Evaluating AI Research Capabilities in LLMs ACL 2025 g3D-LF: Generalizable 3D-Language Feature Fields for Embodied Tasks CVPR 2025 Grounded Multi-Hop VideoQA in Long-Form Egocentric Videos AAAI 2025 Hindi Reading Comprehension: Do Large Language Models Exhibit Semantic Understanding? COLING 2025 How Accurate Are LLMs at Multi-Question Answering on Conversational Transcripts? EMNLP 2025 How Well Can AI Models Generate Human Eye Movements During Reading? EMNLP 2025 How well do LLMs reason over tabular data, really? ACL 2025 I2R-NLP at SemEval-2025 Task 8: Question Answering on Tabular Data SemEval 2025 Incremental Transformer: Efficient Encoder for Incremented Text Over MRC and Conversation Tasks COLING 2025 Inter-Passage Verification for Multi-evidence Multi-answer QA ACL 2025 Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understanding EMNLP 2025 Judging the Judges: A Systematic Study of Position Bias in LLM-as-a-Judge IJCNLP 2025 KoBLEX: Open Legal Question Answering with Multi-hop Reasoning EMNLP 2025 KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts EMNLP 2025 KRISTEVA: Close Reading as a Novel Task for Benchmarking Interpretive Reasoning ACL 2025 KR Labs at ArchEHR-QA 2025: A Verbatim Approach for Evidence-Based Question Answering ACL 2025 LAILab at ArchEHR-QA 2025: Test-time scaling for evidence selection in grounded question answering from electronic health records ACL 2025 LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025 LC-Eval: A Bilingual Multi-Task Evaluation Benchmark for Long-Context Understanding EMNLP 2025 L-CiteEval: A Suite for Evaluating Fidelity of Long-context Models ACL 2025 Literary Evidence Retrieval via Long-Context Language Models ACL 2025 LLM-RG4: Flexible and Factual Radiology Report Generation Across Diverse Input Contexts AAAI 2025 LLMs cannot spot math errors, even when allowed to peek into the solution EMNLP 2025