Question Answering

Taxation Perspectives from Large Language Models: A Case Study on Additional Tax Penalties EACL 2026 TaxReasoning: Benchmarking Knowledge-Intensive Mathematical Reasoning with Evolving Tax Laws AAAI 2026 TechSSN at SemEval-2026 Task 8: MTRAG Retrieval and Generation using Ensemble Re-encoders and Anchor Prompting SemEval 2026 TeleAI at SemEval-2026 Task 6: A Confidence-Aware Multi-Stage Reasoning Framework with Chain-of-Thought SemEval 2026 Template-Theorems Graph Construction to Enhance Mathematical Reasoning Capabilities of LLM AAAI 2026 Temporal Evidence Chain for Temporal Knowledge Graph Question Answering with Large Language Models ACL 2026 The Problem of Ambiguity in Table Question Answering EACL 2026 Think Then Rewrite: Reasoning Enhanced Query Rewriting for Domain Specific Retrieval AAAI 2026 THOR: A Theta-Gamma Hierarchical Oscillatory Reasoning Framework for Multi-hop QA ACL 2026 Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA EACL 2026 Towards the First NLP Benchmark for Ladin - an Extremely Low-Resource Language EACL 2026 T-Retriever: Tree-based Hierarchical Retrieval Augmented Generation for Textual Graphs AAAI 2026 TruthTrap: A Bilingual Benchmark for Evaluating Factually Correct Yet Misleading Information in Question Answering EACL 2026 UFG-Semantic at SemEval-2026 Task 6: CLARITY - Unmasking Political Question Evasions SemEval 2026 U-MIRAGE: Benchmarking Chain-of-Thought Reasoning for Urdu Medical QA EACL 2026 uva-irlab-conv at SemEval-2026 Task 8: Multi-Turn RAG with Learned Sparse Retrieval and Listwise Reranking SemEval 2026 VaccineRAG: Boosting Multimodal Large Language Models’ Immunity to Harmful RAG Samples AAAI 2026 VaseVQA: Multimodal Agent and Benchmark for Ancient Greek Pottery EACL 2026 Video SimpleQA: Towards Factuality Evaluation in Large Video Language Models AAAI 2026 VinQA: Visual Elements Interleaved Long-form Answer Generation for Real-World Multimodal Document QA CVPR 2026 Vista: Scene-Aware Optimization for Streaming Video Question Answering Under Post-Hoc Queries AAAI 2026 What Breaks Knowledge Graph based RAG? Benchmarking and Empirical Insights into Reasoning under Incomplete Knowledge EACL 2026 What Does Infect Mean to Cardio? Investigating the Role of Clinical Specialty Data in Medical LLMs EACL 2026 When TableQA Meets Noise: A Dual Denoising Framework for Complex Questions and Large-scale Tables ACL 2026 Who Judges the Judge? Evaluating LLM-as-a-Judge for French Medical open-ended QA EACL 2026