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Question Answering

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DCMKC: A Dual Consistency Matching Approach for Multi-hop Question Answering in LLMs EMNLP 2025
Beyond Surface Simplicity: Revealing Hidden Reasoning Attributes for Precise Commonsense Diagnosis ACL 2025
CultureSynth: A Hierarchical Taxonomy-Guided and Retrieval-Augmented Framework for Cultural Question-Answer Synthesis EMNLP 2025
One More Modality: Does Abstract Meaning Representation Benefit Visual Question Answering? EMNLP 2025
GRV-KBQA: A Three-Stage Framework for Knowledge Base Question Answering with Decoupled Logical Structure, Semantic Grounding and Structure-Aware Validation EMNLP 2025
Towards Multi-Document Question Answering in Scientific Literature: Pipeline, Dataset, and Evaluation EMNLP 2025
DocAssistant: Integrating Key-region Reading and Step-wise Reasoning for Robust Document Visual Question Answering EMNLP 2025
Select to Know: An Internal-External Knowledge Self-Selection Framework for Domain-Specific Question Answering EMNLP 2025
Query Optimization for Parametric Knowledge Refinement in Retrieval-Augmented Large Language Models EMNLP 2025
Efficient OpAmp Adaptation for Zoom Attention to Golden Contexts ACL 2025
MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation ACL 2025
RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models ACL 2025
Inter-Passage Verification for Multi-evidence Multi-answer QA ACL 2025
HAWK: Highlighting Entity-aware Knowledge for Alleviating Information Sparsity in Long Contexts EMNLP 2025
HetGCoT: Heterogeneous Graph-Enhanced Chain-of-Thought LLM Reasoning for Academic Question Answering EMNLP 2025
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge EMNLP 2025
ForestCast: Open-Ended Event Forecasting with Semantic News Forest EMNLP 2025
UniRAG: Unified Query Understanding Method for Retrieval Augmented Generation ACL 2025
Can VLMs Recall Factual Associations From Visual References? EMNLP 2025
CoRAG: Enhancing Hybrid Retrieval-Augmented Generation through a Cooperative Retriever Architecture EMNLP 2025
Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question Coverage NAACL 2025
FLEX: Expert-level False-Less EXecution Metric for Text-to-SQL Benchmark NAACL 2025
Improving Model Evaluation using SMART Filtering of Benchmark Datasets NAACL 2025
Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation NAACL 2025
MESAQA: A Dataset for Multi-Span Contextual and Evidence-Grounded Question Answering COLING 2025