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Question Answering

4032 directly classified papers

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Papers

Counterfactual Question Generation Uncovering Learner Contradictions AAAI 2026

Think Then Rewrite: Reasoning Enhanced Query Rewriting for Domain Specific Retrieval AAAI 2026

ArchRAG: Attributed Community-based Hierarchical Retrieval-Augmented Generation AAAI 2026

T-Retriever: Tree-based Hierarchical Retrieval Augmented Generation for Textual Graphs AAAI 2026

Beyond Static: Related Questions Retrieval Through Conversations in Community Question Answering AAAI 2026

Schema-Guided Scene-Graph Reasoning Based on Multi-Agent Large Language Model System AAAI 2026

VaccineRAG: Boosting Multimodal Large Language Models’ Immunity to Harmful RAG Samples AAAI 2026

Improving Long-Context Summarization with Multi-Granularity Retrieval Optimization AAAI 2026

Vista: Scene-Aware Optimization for Streaming Video Question Answering Under Post-Hoc Queries AAAI 2026

See, Rank, and Filter: Important Word-Aware Clip Filtering via Scene Understanding for Moment Retrieval and Highlight Detection AAAI 2026

Evaluating LLMs for Police Decision-Making: A Framework Based on Police Action Scenarios AAAI 2026

RegionRAG: Region-level Retrieval-Augmented Generation for Visual Document Understanding AAAI 2026

Auto-PRE: An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation AAAI 2026

DeFuzzRAG: Handling Fuzzy Time Expressions for Temporal Robustness in Retrieval-Augmented Generation AAAI 2026

LiR3AG: A Lightweight Rerank Reasoning Strategy Framework for Retrieval-Augmented Generation AAAI 2026

TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction AAAI 2026

StreamKV: Streaming Video Question-Answering with Segment-based KV Cache Retrieval and Compression AAAI 2026

Collaborative Enhancement of Large and Small Models for Question Answering via Dual Knowledge Transfer AAAI 2026

OmniBench: A Comprehensive Benchmark Integrating Real-World, Time-sensitive, and Multi-Hop Questions with a Multi-Dimensional Hybrid Evaluation Framework AAAI 2026

REFO: Reinforced Evolutionary Faithfulness Optimization for Large Language Models AAAI 2026

Relink: Constructing Query-Driven Evidence Graph On-the-Fly for GraphRAG AAAI 2026

anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding AAAI 2026

MedLA: A Logic-Driven Multi-Agent Framework for Complex Medical Reasoning with Large Language Models AAAI 2026

Small Models Exhibit Limited Answer Consistency in Repetition Trials of the Multiple-Choice MMLU-Redux and MedQA Benchmarks AAAI 2026

Beyond Next Token Probabilities: Learnable, Fast Detection of Hallucinations and Data Contamination on LLM Output Distributions AAAI 2026