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Machine Reading Comprehension

966 directly classified papers

Papers per year

Papers

ARCHE: A Novel Task to Evaluate LLMs on Latent Reasoning Chain Extraction AAAI 2026
Rectify Evaluation Preference: Improving LLMs’ Critique on Math Reasoning via Perplexity-aware Reinforcement Learning AAAI 2026
Long-Context Long-Form Question Answering for Legal Domain EACL 2026
QARI: Neural Architecture for Urdu Extractive Machine Reading Comprehension EACL 2026
EMODIS: A Benchmark for Context-Dependent Emoji Disambiguation in Large Language Models AAAI 2026
Chinese Two-part Allegorical Sayings Reading Comprehension: Exploration from Reasoning to Metaphor AAAI 2026
BeDiscovER: The Benchmark of Discourse Understanding in the Era of Reasoning Language Models EACL 2026
Evaluating the Pre-Consultation Ability of LLMs using Diagnostic Guidelines EACL 2026
Beyond Accuracy: Alignment and Error Detection across Languages in the Bi-GSM8K Math-Teaching Benchmark EACL 2026
LuxDiagRC: A Diagnostic Reading Comprehension Corpus for Luxembourgish with Linguistic and Cognitive Annotation Layers EACL 2026
EchoEdit: Consistent Multi-Hop Question Answering via Ripple Control in Knowledge Editing AAAI 2026
Learning from Scoring Disagreements: Contrastive Error Mining for Efficient and Robust LLM-based Assessment AAAI 2026
SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling AAAI 2026
MAVIS: A Benchmark for Multimodal Source Attribution in Long-form Visual Question Answering AAAI 2026
Mind the Gap: Benchmarking LLM Uncertainty and Calibration with Specialty-Aware Clinical QA and Reasoning-Based Behavioural Features EACL 2026
IDEAlign: Comparing Ideas of Large Language Models to Domain Experts EACL 2026
SCALAR: Scientific Citation-based Live Assessment of Long-context Academic Reasoning EACL 2026
COMPACT: Building Compliance Paralegals via Clause Graph Reasoning over Contracts EACL 2026
ARQA: A Benchmark for Grounded Table–Text QA in Enterprise Annual Reports EACL 2026
DebateQA: Evaluating Question Answering on Debatable Knowledge EACL 2026
The Problem of Ambiguity in Table Question Answering EACL 2026
A Knowledge Graph Based Diagnostic Framework for Analyzing Hallucinations in Arabic Machine Reading Comprehension EACL 2026
From Pixels to Logic: A Perception-Reasoning Decomposition Framework for Open-World Referring Expression Comprehension AAAI 2026
DocR1: Evidence Page-Guided GRPO for Multi-Page Document Understanding AAAI 2026
EHRStruct: A Comprehensive Benchmark Framework for Evaluating Large Language Models on Structured Electronic Health Record Tasks AAAI 2026