Question Answering

Knowing When to Abstain: Medical LLMs Under Clinical Uncertainty EACL 2026 Knowledge Extraction on Semi-Structured Content: Does It Remain Relevant for Question Answering in the Era of LLMs? EACL 2026 Know the Known and the Unknown: Reasonable Answer Generation with Knowledge-Informed Citations ACL 2026 Korean Canonical Legal Benchmark: Toward Knowledge-Independent Evaluation of LLMs’ Legal Reasoning Capabilities EACL 2026 LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding ACL 2026 LAMP-MedQA: A Lightweight Multi-Agent System for Patient-Oriented Medical Question Answering ACL 2026 Latent Self-Consistency for Reliable Majority-Set Selection in Short- and Long-Answer Reasoning AAAI 2026 LeanRAG: Knowledge-Graph-Based Generation with Semantic Aggregation and Hierarchical Retrieval AAAI 2026 Leveraging LLM-GNN Integration for Open-World Question Answering over Knowledge Graphs EACL 2026 LexChain: Modeling Legal Reasoning Chains for Chinese Tort Case Analysis AAAI 2026 Linking Knowledge to Care: Knowledge Graph-Augmented Medical Follow-Up Question Generation EACL 2026 LinkNav: Surfacing Interconnected Information in Scientific Articles ACL 2026 LinkQA: Synthesizing Diverse QA from Multiple Seeds Strongly Linked by Knowledge Points ACL 2026 LiR3AG: A Lightweight Rerank Reasoning Strategy Framework for Retrieval-Augmented Generation AAAI 2026 LLM-CAS: Dynamic Neuron Perturbation for Real-Time Hallucination Correction AAAI 2026 LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Complex Reasoning AAAI 2026 Long-Context Long-Form Question Answering for Legal Domain EACL 2026 Look as You Think: Unifying Reasoning and Visual Evidence Attribution for Verifiable Document RAG via Reinforcement Learning AAAI 2026 MAB-DQA: Addressing Query Aspect Importance in Document Question Answering with Multi-Armed Bandits ACL 2026 MangaVQA and MangaLMM: A Benchmark and Specialized Model for Multimodal Manga Understanding EACL 2026 MapVerse: A Benchmark for Geospatial Question Answering on Diverse Real-World Maps WACV 2026 MAQuA: Multi-outcome Adaptive Question-Asking for Mental Health using Item Response Theory EACL 2026 MarineEval: Assessing the Marine Intelligence of Vision-Language Models WACV 2026 MedLA: A Logic-Driven Multi-Agent Framework for Complex Medical Reasoning with Large Language Models AAAI 2026 MedQA-CS: Objective Structured Clinical Examination (OSCE)-Style Benchmark for Evaluating LLM Clinical Skills EACL 2026