Question Answering

Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Robust Response Generation in the Wild AAAI 2026 A Computational Approach to Visual Metonymy EACL 2026 ActiShade: Activating Overshadowed Knowledge to Guide Multi-Hop Reasoning in Large Language Models AAAI 2026 AgriEval: A Comprehensive Chinese Agricultural Benchmark for Large Language Models AAAI 2026 AMATA: Adaptive Multi-Agent Trajectory Alignment for Knowledge-Intensive Question Answering ACL 2026 anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding AAAI 2026 ArchRAG: Attributed Community-based Hierarchical Retrieval-Augmented Generation AAAI 2026 Are Multimodal LLMs Movie Buffs? EACL 2026 ARQA: A Benchmark for Grounded Table–Text QA in Enterprise Annual Reports EACL 2026 ART: Attention Replacement Technique to Improve Factuality in LLMs ACL 2026 Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing AAAI 2026 ASTRA: Adaptive Semantic Tree Reasoning Architecture for Complex Table Question Answering ACL 2026 Automatic Generation of a Compositional QA Benchmark for Geospatial Reasoning under Spatial and Entity Constraints EACL 2026 Auto-PRE: An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation AAAI 2026 BenchMarker: An Education-Inspired Toolkit for Highlighting Flaws in Multiple-Choice Benchmarks ACL 2026 Benchmarking and Mitigating the Impact of Noisy User Prompts in Medical VLMs via Cross-Modal Reflection EACL 2026 Benchmarking Temporal Reasoning and Alignment Across Chinese Dynasties EACL 2026 Benchmarking Visual LLMs Resilience to Unanswerable Questions on Visually Rich Documents AAAI 2026 Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering AAAI 2026 Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering ACL 2026 Beyond Multiple Choice: Verifiable OpenQA for Robust Vision-Language RFT CVPR 2026 Beyond Next Token Probabilities: Learnable, Fast Detection of Hallucinations and Data Contamination on LLM Output Distributions AAAI 2026 Beyond Static: Related Questions Retrieval Through Conversations in Community Question Answering AAAI 2026 Bonsai: Interpretable Tree-Adaptive Grounded Reasoning AAAI 2026 Boosting Self-Consistency with Ranking ACL 2026