Retrieval-Augmented Generation

SGIC: A Self-Guided Iterative Calibration Framework for RAG ACL 2025 Shifting from Ranking to Set Selection for Retrieval Augmented Generation ACL 2025 Simulating Emotional Intelligence in LLMs through Behavioral Conditioning and Analogical Retrieval ACL 2025 Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization EMNLP 2025 SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context EMNLP 2025 SKRAG: A Retrieval-Augmented Generation Framework Guided by Reasoning Skeletons over Knowledge Graphs EMNLP 2025 SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from Design EMNLP 2025 Sparse Latents Steer Retrieval-Augmented Generation ACL 2025 SpeechEE@XLLM25: Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction ACL 2025 SpiritRAG: A Q&A System for Religion and Spirituality in the United Nations Archive EMNLP 2025 StepER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models EMNLP 2025 Stepwise Informativeness Search for Improving LLM Reasoning EMNLP 2025 Streamlining the Collaborative Chain of Models into A Single Forward Pass in Generation-Based Tasks ACL 2025 Stronger Baselines for Retrieval-Augmented Generation with Long-Context Language Models EMNLP 2025 Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency EMNLP 2025 SuperRAG: Beyond RAG with Layout-Aware Graph Modeling NAACL 2025 Synthetic Data for Evaluation: Supporting LLM-as-a-Judge Workflows with EvalAssist EMNLP 2025 Systematic Knowledge Injection into Large Language Models via Diverse Augmentation for Domain-Specific RAG NAACL 2025 TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document Reasoning EMNLP 2025 Tagging-Augmented Generation: Assisting Language Models in Finding Intricate Knowledge In Long Contexts EMNLP 2025 TailorRPA: A Retrieval-Based Framework for Eliciting Personalized and Coherent Role-Playing Agents in General Domain EMNLP 2025 TAPS: Tool-Augmented Personalisation via Structured Tagging EMNLP 2025 Taxonomy-Driven Knowledge Graph Construction for Domain-Specific Scientific Applications ACL 2025 TCQA2: A Tiered Conversational Q&A Agent in Gaming ACL 2025 Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025