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Retrieval-augmented Generation

Papers

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TitleStatusHype
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized RationalesCode2
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision MakersCode2
RS-Agent: Automating Remote Sensing Tasks through Intelligent AgentCode2
CtrlA: Adaptive Retrieval-Augmented Generation via Inherent ControlCode2
Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-LearningCode2
xRAG: Extreme Context Compression for Retrieval-augmented Generation with One TokenCode2
Evaluation of Retrieval-Augmented Generation: A SurveyCode2
Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for TelecommunicationsCode2
Retrieval-Augmented Generation-based Relation ExtractionCode2
Superposition Prompting: Improving and Accelerating Retrieval-Augmented GenerationCode2
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information RetrievalCode2
Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph ConstructionCode2
ARAGOG: Advanced RAG Output GradingCode2
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based RetrieversCode2
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language ModelsCode2
RAGGED: Towards Informed Design of Retrieval Augmented Generation SystemsCode2
RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-FeedbackCode2
Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented GenerationCode2
RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question AnsweringCode2
The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG)Code2
ActiveRAG: Autonomously Knowledge Assimilation and Accommodation through Retrieval-Augmented AgentsCode2
EVOR: Evolving Retrieval for Code GenerationCode2
CyberMetric: A Benchmark Dataset based on Retrieval-Augmented Generation for Evaluating LLMs in Cybersecurity KnowledgeCode2
LitLLM: A Toolkit for Scientific Literature ReviewCode2
LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval and DistillationCode2
Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language ModelsCode2
The Power of Noise: Redefining Retrieval for RAG SystemsCode2
RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language ModelsCode2
Biomedical knowledge graph-optimized prompt generation for large language modelsCode2
ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation SystemsCode2
Learning to Filter Context for Retrieval-Augmented GenerationCode2
DISC-FinLLM: A Chinese Financial Large Language Model based on Multiple Experts Fine-tuningCode2
Benchmarking Large Language Models in Retrieval-Augmented GenerationCode2
Active Retrieval Augmented GenerationCode2
Huatuo-26M, a Large-scale Chinese Medical QA DatasetCode2
Graph World ModelCode1
RMIT-ADM+S at the SIGIR 2025 LiveRAG ChallengeCode1
SimpleDoc: Multi-Modal Document Understanding with Dual-Cue Page Retrieval and Iterative RefinementCode1
Constructing and Evaluating Declarative RAG Pipelines in PyTerrierCode1
DRAGged into Conflicts: Detecting and Addressing Conflicting Sources in Search-Augmented LLMsCode1
FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented GenerationCode1
SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from DesignCode1
Joint-GCG: Unified Gradient-Based Poisoning Attacks on Retrieval-Augmented Generation SystemsCode1
ECoRAG: Evidentiality-guided Compression for Long Context RAGCode1
Graph Counselor: Adaptive Graph Exploration via Multi-Agent Synergy to Enhance LLM ReasoningCode1
ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence PlatformsCode1
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal AgreementsCode1
Sentinel: Attention Probing of Proxy Models for LLM Context Compression with an Understanding PerspectiveCode1
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge TracingCode1
R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement LearningCode1
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