Question Answering

DashboardQA: Benchmarking Multimodal Agents for Question Answering on Interactive Dashboards EACL 2026 Debate over Mixed-knowledge: A Robust Multi-Agent Reasoning Framework for Incomplete Knowledge Graph Question Answering AAAI 2026 DebateQA: Evaluating Question Answering on Debatable Knowledge EACL 2026 Decomposition-Enhanced Training for Post-Hoc Attributions in Language Models EACL 2026 DeepSieve: Information Sieving via LLM-as-a-Knowledge-Router EACL 2026 DeFuzzRAG: Handling Fuzzy Time Expressions for Temporal Robustness in Retrieval-Augmented Generation AAAI 2026 Detecting (Un)answerability in Large Language Models with Linear Directions EACL 2026 DF-RAG: Query-Aware Diversity for Retrieval-Augmented Generation EACL 2026 Direct Visual Grounding by Directing Attention of Visual Tokens WACV 2026 Do Clinical Question Answering Systems Really Need Specialised Medical Fine Tuning? EACL 2026 DPRM: A Dual Implicit Process Reward Model in Multi-Hop Question Answering AAAI 2026 DRIVINGVQA: A Dataset for Interleaved Visual Chain-of-Thought in Real-World Driving Scenarios EACL 2026 EASE: Entity-Aware Sub-table Generation for Real-world Multi-table QA ACL 2026 ECD: Evidence-guided Contrastive Decoding in Retrieval-Augmented Generation with Accurate Knowledge Reference Adjustment AAAI 2026 EduMod-LLM: A Modular Approach for Designing Flexible and Transparent Educational Assistants AAAI 2026 EduNaija AI Tutor: A Multi-Agent Retrieval-Augmented Generation System for Nigerian Curriculum Education EACL 2026 Embracing Positional Bias in Multiple-Choice Question Answering via Permutation Equivariant Neural Networks AAAI 2026 Empowering LLMs with Symbolic Representation and Reasoning AAAI 2026 End-to-End Contrastive Language-Speech Pretraining Model for Long-Form Spoken Question Answering AAAI 2026 Enhancing Reliability in Community Question Answering with an Expert-Oriented RAG System EACL 2026 EvalQAG: A Framework for Automatic Complex QA Generation and a Benchmark QA Dataset for Policy Documents AAAI 2026 Evaluating LLMs for Police Decision-Making: A Framework Based on Police Action Scenarios AAAI 2026 Evaluating Multi-Hop Reasoning in Large Language Models: A Chemistry-Centric Benchmark EACL 2026 Evaluating Retrieval-Augmented Generation for Medication Question Answering on Nigerian Drug Labels in Yorùbá EACL 2026 Evaluating Structure-Aware Retrieval and Safety in Statute-Centric Legal QA ACL 2026