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Question Answering

4,072 papers

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Papers

Stepwise Contrastive Reasoning for Retrieval-Augmented Generation over Knowledge Graphs AAAI 2026

Debate over Mixed-knowledge: A Robust Multi-Agent Reasoning Framework for Incomplete Knowledge Graph Question Answering AAAI 2026

Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing 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

Inference Scaling Law for Retrieval Augmented Generation AAAI 2026

Self-Correction Distillation for Structured Data Question Answering AAAI 2026

Counterfactual Question Generation Uncovering Learner Contradictions AAAI 2026

PKR-QA: A Benchmark for Procedural Knowledge Reasoning with Knowledge Module Learning AAAI 2026

Hybrid-DMKG: A Hybrid Reasoning Framework over Dynamic Multimodal Knowledge Graphs for Multimodal Multihop QA with Knowledge Editing AAAI 2026

LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Complex Reasoning AAAI 2026

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

JudgeBoard: Benchmarking and Enhancing Small Language Models for Reasoning Evaluation AAAI 2026

RaCoT: Plug-and-Play Contrastive Example Generation Mechanism for Enhanced LLM Reasoning Reliability AAAI 2026

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

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

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

Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving AAAI 2026

Mnemosyne: Accelerating Multi-Hop Question Answering via Cache Hit Order Fitting AAAI 2026

Expert-Guided Prompting and Retrieval-Augmented Generation for Emergency Medical Service Question Answering AAAI 2026

Mitigating Error Accumulation in Knowledge Editing for Multi-Hop Question Answering AAAI 2026

End-to-End Contrastive Language-Speech Pretraining Model for Long-Form Spoken Question Answering AAAI 2026

TaxReasoning: Benchmarking Knowledge-Intensive Mathematical Reasoning with Evolving Tax Laws AAAI 2026