Question Answering

DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration EMNLP 2025 Debate on Graph: A Flexible and Reliable Reasoning Framework for Large Language Models AAAI 2025 Debating for Better Reasoning in Vision-Language Models EMNLP 2025 DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models NAACL 2025 Declarative Techniques for NL Queries over Heterogeneous Data EMNLP 2025 Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains ACL 2025 DETQUS: Decomposition-Enhanced Transformers for QUery-focused Summarization NAACL 2025 Diagram-Driven Course Questions Generation EMNLP 2025 DICE-BENCH: Evaluating the Tool-Use Capabilities of Large Language Models in Multi-Round, Multi-Party Dialogues ACL 2025 Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering ACL 2025 Disambiguation in Conversational Question Answering in the Era of LLMs and Agents: A Survey EMNLP 2025 Discrepancy Detection at the Data Level: Toward Consistent Multilingual Question Answering EMNLP 2025 DispatchQA: A Benchmark for Small Function Calling Language Models in E-Commerce Applications EMNLP 2025 Diverse Multi-tool Aggregation with Large Language Models for Enhanced Math Reasoning EMNLP 2025 Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering NAACL 2025 Divide, Link, and Conquer: Recall-oriented Schema Linking for NL-to-SQL via Question Decomposition EMNLP 2025 DKITNLP at ArchEHR-QA 2025: A Retrieval Augmented LLM Pipeline for Evidence-Based Patient Question Answering ACL 2025 DMIS Lab at ArchEHR-QA 2025: Evidence-Grounded Answer Generation for EHR-based QA via a Multi-Agent Framework ACL 2025 DocAssistant: Integrating Key-region Reading and Step-wise Reasoning for Robust Document Visual Question Answering EMNLP 2025 DocBench: A Benchmark for Evaluating LLM-based Document Reading Systems NAACL 2025 Doc-React: Multi-page Heterogeneous Document Question-answering ACL 2025 DocVXQA: Context-Aware Visual Explanations for Document Question Answering ICML 2025 Does Domain-Specific Retrieval Augmented Generation Help LLMs Answer Consumer Health Questions? MLHC 2025 Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems COLING 2025 Do Large Language Models Know When Not to Answer in Medical QA? EMNLP 2025