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Question Answering

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Cross-Granularity Hypergraph Retrieval-Augmented Generation for Multi-hop Question Answering AAAI 2026

Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Robust Response Generation in the Wild AAAI 2026

DPRM: A Dual Implicit Process Reward Model in Multi-Hop Question Answering AAAI 2026

Reinforcement Learning Enhanced Muti-hop Reasoning for Temporal Knowledge Question Answering AAAI 2026

ComLQ: Benchmarking Complex Logical Queries in Information Retrieval AAAI 2026

AgriEval: A Comprehensive Chinese Agricultural Benchmark for Large Language Models AAAI 2026

Embracing Positional Bias in Multiple-Choice Question Answering via Permutation Equivariant Neural Networks AAAI 2026

Template-Theorems Graph Construction to Enhance Mathematical Reasoning Capabilities of LLM AAAI 2026

TaREx: Reinforcement Learning for Code-Driven Table Reasoning AAAI 2026

Modeling Uncertainty Trends for Timely Retrieval in Dynamic RAG AAAI 2026

NeSTR: A Neuro-Symbolic Abductive Framework for Temporal Reasoning in Large Language Models AAAI 2026

ActiShade: Activating Overshadowed Knowledge to Guide Multi-Hop Reasoning in Large Language Models AAAI 2026

Latent Self-Consistency for Reliable Majority-Set Selection in Short- and Long-Answer Reasoning AAAI 2026

ProgRAG: Hallucination-Resistant Progressive Retrieval and Reasoning over Knowledge Graphs AAAI 2026

Automatic Generation of a Compositional QA Benchmark for Geospatial Reasoning under Spatial and Entity Constraints EACL 2026

Bonsai: Interpretable Tree-Adaptive Grounded Reasoning AAAI 2026

ClinicalTrialsHub: Bridging Registries and Literature for Comprehensive Clinical Trial Access EACL 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

SAR: A Structure-Aligned Reasoning Framework for Temporal Knowledge Graph Question Answering AAAI 2026

Iterative Multi-Granular RAG with Contextual Hierarchical Graph AAAI 2026

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