Machine Reading Comprehension

A Knowledge Graph Based Diagnostic Framework for Analyzing Hallucinations in Arabic Machine Reading Comprehension EACL 2026 AncientBench: Towards Comprehensive Evaluation on Excavated and Transmitted Chinese Corpora AAAI 2026 ARCHE: A Novel Task to Evaluate LLMs on Latent Reasoning Chain Extraction AAAI 2026 ARQA: A Benchmark for Grounded Table–Text QA in Enterprise Annual Reports EACL 2026 BeDiscovER: The Benchmark of Discourse Understanding in the Era of Reasoning Language Models EACL 2026 Beyond Accuracy: Alignment and Error Detection across Languages in the Bi-GSM8K Math-Teaching Benchmark EACL 2026 Chinese Two-part Allegorical Sayings Reading Comprehension: Exploration from Reasoning to Metaphor AAAI 2026 COMPACT: Building Compliance Paralegals via Clause Graph Reasoning over Contracts EACL 2026 DebateQA: Evaluating Question Answering on Debatable Knowledge EACL 2026 DocR1: Evidence Page-Guided GRPO for Multi-Page Document Understanding AAAI 2026 Do LLMs Really Struggle at NL-FOL Translation? Revealing Their Strengths via a Novel Benchmarking Strategy AAAI 2026 EchoEdit: Consistent Multi-Hop Question Answering via Ripple Control in Knowledge Editing AAAI 2026 EHRStruct: A Comprehensive Benchmark Framework for Evaluating Large Language Models on Structured Electronic Health Record Tasks AAAI 2026 EMODIS: A Benchmark for Context-Dependent Emoji Disambiguation in Large Language Models AAAI 2026 Evaluating the Pre-Consultation Ability of LLMs using Diagnostic Guidelines EACL 2026 From Pixels to Logic: A Perception-Reasoning Decomposition Framework for Open-World Referring Expression Comprehension AAAI 2026 IDEAlign: Comparing Ideas of Large Language Models to Domain Experts EACL 2026 Learning from Scoring Disagreements: Contrastive Error Mining for Efficient and Robust LLM-based Assessment AAAI 2026 Long-Context Long-Form Question Answering for Legal Domain EACL 2026 LuxDiagRC: A Diagnostic Reading Comprehension Corpus for Luxembourgish with Linguistic and Cognitive Annotation Layers EACL 2026 MAVIS: A Benchmark for Multimodal Source Attribution in Long-form Visual Question Answering AAAI 2026 MetaGPT: A Large Vision-Language Model for Meme Metaphor Understanding AAAI 2026 Mind the Gap: Benchmarking LLM Uncertainty and Calibration with Specialty-Aware Clinical QA and Reasoning-Based Behavioural Features EACL 2026 Navigating Through Paper Flood: Advancing LLM-Based Paper Evaluation Through Domain-Aware Retrieval and Latent Reasoning AAAI 2026 QARI: Neural Architecture for Urdu Extractive Machine Reading Comprehension EACL 2026