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Retrieval-augmented Generation

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TitleStatusHype
"Knowing When You Don't Know": A Multilingual Relevance Assessment Dataset for Robust Retrieval-Augmented GenerationCode1
GASLITEing the Retrieval: Exploring Vulnerabilities in Dense Embedding-based SearchCode1
Optimizing Retrieval Strategies for Financial Question Answering Documents in Retrieval-Augmented Generation SystemsCode1
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge ReasoningCode1
Federated Recommendation via Hybrid Retrieval Augmented GenerationCode1
DebateQA: Evaluating Question Answering on Debatable KnowledgeCode1
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information AssistantCode1
Flooding Spread of Manipulated Knowledge in LLM-Based Multi-Agent CommunitiesCode1
Not All Contexts Are Equal: Teaching LLMs Credibility-aware GenerationCode1
FaithBench: A Diverse Hallucination Benchmark for Summarization by Modern LLMsCode1
FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented GenerationCode1
Multi-Meta-RAG: Improving RAG for Multi-Hop Queries using Database Filtering with LLM-Extracted MetadataCode1
VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMsCode1
Familiarity-Aware Evidence Compression for Retrieval-Augmented GenerationCode1
Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language ModelsCode1
Follow My Instruction and Spill the Beans: Scalable Data Extraction from Retrieval-Augmented Generation SystemsCode1
NUDGE: Lightweight Non-Parametric Fine-Tuning of Embeddings for RetrievalCode1
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language ModelsCode1
Evidentiality-guided Generation for Knowledge-Intensive NLP TasksCode1
MoRAG -- Multi-Fusion Retrieval Augmented Generation for Human MotionCode1
Evaluating Very Long-Term Conversational Memory of LLM AgentsCode1
MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal GenerationCode1
Evaluating Retrieval Quality in Retrieval-Augmented GenerationCode1
EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented GenerationCode1
ERAGent: Enhancing Retrieval-Augmented Language Models with Improved Accuracy, Efficiency, and PersonalizationCode1
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented GenerationCode1
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented GenerationCode1
MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Poisoning AttacksCode1
Enhancing Speech-to-Speech Dialogue Modeling with End-to-End Retrieval-Augmented GenerationCode1
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation SystemsCode1
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
AgentAda: Skill-Adaptive Data Analytics for Tailored Insight DiscoveryCode1
Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG SystemsCode1
Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-BasesCode1
ImageRAG: Enhancing Ultra High Resolution Remote Sensing Imagery Analysis with ImageRAGCode1
End-to-End Learning of Flowchart Grounded Task-Oriented DialogsCode1
Emotional RAG: Enhancing Role-Playing Agents through Emotional RetrievalCode1
Metacognitive Retrieval-Augmented Large Language ModelsCode1
ELITE: Embedding-Less retrieval with Iterative Text ExplorationCode1
Contextual Compression in Retrieval-Augmented Generation for Large Language Models: A SurveyCode1
MetaGen Blended RAG: Higher Accuracy for Domain-Specific Q&A Without Fine-TuningCode1
Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-GenerationCode1
A RAG-Based Multi-Agent LLM System for Natural Hazard Resilience and AdaptationCode1
Efficient fine-tuning methodology of text embedding models for information retrieval: contrastive learning penalty (clp)Code1
MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAGCode1
MBA-RAG: a Bandit Approach for Adaptive Retrieval-Augmented Generation through Question ComplexityCode1
Advancing TTP Analysis: Harnessing the Power of Large Language Models with Retrieval Augmented GenerationCode1
GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language ModelsCode1
Effective and Transparent RAG: Adaptive-Reward Reinforcement Learning for Decision TraceabilityCode1
Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented GenerationCode1
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