Question Answering

SciRAG: Adaptive, Citation-Aware, and Outline-Guided Retrieval and Synthesis for Scientific Literature EACL 2026 SciTrue: Evidence-Grounded Claim Verification in Science EACL 2026 Search-P1: Path-Centric Reward Shaping for Stable and Efficient Agentic RAG Training ACL 2026 See, Rank, and Filter: Important Word-Aware Clip Filtering via Scene Understanding for Moment Retrieval and Highlight Detection AAAI 2026 Self-Correction Distillation for Structured Data Question Answering AAAI 2026 SemEval-2026 Task 12: Abductive Event Reasoning: Towards Real-World Event Causal Inference for Large Language Models SemEval 2026 SHARE: Synthesizing Heterogeneous Autism-support Records into Evidence-based Recommendations AAAI 2026 Simorgh at SemEval-2026 task 7: Region-Aware Hybrid Retrieval for Low-Resource Cultural Reasoning in Multilingual Question Answering SemEval 2026 Small Models Exhibit Limited Answer Consistency in Repetition Trials of the Multiple-Choice MMLU-Redux and MedQA Benchmarks AAAI 2026 "So, How Much Do LLMs Hallucinate on Low-Resource Languages?" A Quantitative and Qualitative Analysis EACL 2026 SPAN: Benchmarking and Improving Cross-Calendar Temporal Reasoning of Large Language Models AAAI 2026 Stepwise Contrastive Reasoning for Retrieval-Augmented Generation over Knowledge Graphs AAAI 2026 Stochastic Parrots or True Virtuosos? Digging Deeper Into the Audio-Video Understanding of AVQA Models EACL 2026 StreamKV: Streaming Video Question-Answering with Segment-based KV Cache Retrieval and Compression AAAI 2026 Structure Guided Retrieval-Augmented Generation for Factual Queries ACL 2026 Syllogism-Inspired TableQA: Evidentialization Makes Decomposition Reasoning and Answer Verification More Reliable AAAI 2026 Synthesizing question answering data from financial documents: An End-to-End Multi-Agent Approach EACL 2026 T2-RAGBench: Text-and-Table Benchmark for Evaluating Retrieval-Augmented Generation EACL 2026 Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation ACL 2026 Tables Decoded: DELTA for Structure, TARQA for Understanding WACV 2026 Tackling Distractor Documents in Multi-Hop QA with Reinforcement and Curriculum Learning EACL 2026 TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction AAAI 2026 Tailoring Memory Granularity for Multi-Hop Reasoning over Long Contexts EACL 2026 TaREx: Reinforcement Learning for Code-Driven Table Reasoning AAAI 2026 Task-Level Instructions Induction for Audio Question Answering from Few Examples EACL 2026