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Retrieval-augmented Generation

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Showing 251–300 of 2196 papers

TitleStatusHype
Benchmarking Multimodal Knowledge Conflict for Large Multimodal ModelsCode1
Visualized Text-to-Image RetrievalCode1
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge TracingCode1
POQD: Performance-Oriented Query Decomposer for Multi-vector retrievalCode1
Removal of Hallucination on Hallucination: Debate-Augmented RAGCode1
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal SynthesisCode1
MetaGen Blended RAG: Higher Accuracy for Domain-Specific Q&A Without Fine-TuningCode1
Benchmarking Retrieval-Augmented Multimomal Generation for Document Question AnsweringCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
Silent Leaks: Implicit Knowledge Extraction Attack on RAG Systems through Benign QueriesCode1
Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement LearningCode1
Effective and Transparent RAG: Adaptive-Reward Reinforcement Learning for Decision TraceabilityCode1
Know Or Not: a library for evaluating out-of-knowledge base robustnessCode1
Neuro-Symbolic Query CompilerCode1
ELITE: Embedding-Less retrieval with Iterative Text ExplorationCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
Finetune-RAG: Fine-Tuning Language Models to Resist Hallucination in Retrieval-Augmented GenerationCode1
Hierarchical Document Refinement for Long-context Retrieval-augmented GenerationCode1
Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented GenerationCode1
Chronocept: Instilling a Sense of Time in MachinesCode1
MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAGCode1
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text ClassificationCode1
Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-PracticingCode1
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question AnsweringCode1
Enhancing Speech-to-Speech Dialogue Modeling with End-to-End Retrieval-Augmented GenerationCode1
A RAG-Based Multi-Agent LLM System for Natural Hazard Resilience and AdaptationCode1
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented ReasoningCode1
CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented GenerationCode1
Retrieval-Augmented Generation with Conflicting EvidenceCode1
Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End SystemCode1
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented GenerationCode1
AgentAda: Skill-Adaptive Data Analytics for Tailored Insight DiscoveryCode1
Retrieval Augmented Generation with Collaborative Filtering for Personalized Text GenerationCode1
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-GenerationCode1
WikiVideo: Article Generation from Multiple VideosCode1
InteractiveSurvey: An LLM-based Personalized and Interactive Survey Paper Generation SystemCode1
Imagine All The Relevance: Scenario-Profiled Indexing with Knowledge Expansion for Dense RetrievalCode1
ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented GenerationCode1
Tuning LLMs by RAG Principles: Towards LLM-native MemoryCode1
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language ModelsCode1
Optimizing Retrieval Strategies for Financial Question Answering Documents in Retrieval-Augmented Generation SystemsCode1
RAGO: Systematic Performance Optimization for Retrieval-Augmented Generation ServingCode1
JuDGE: Benchmarking Judgment Document Generation for Chinese Legal SystemCode1
Logic-RAG: Augmenting Large Multimodal Models with Visual-Spatial Knowledge for Road Scene UnderstandingCode1
AVA: Attentive VLM Agent for Mastering StarCraft IICode1
SePer: Measure Retrieval Utility Through The Lens Of Semantic Perplexity ReductionCode1
GPIoT: Tailoring Small Language Models for IoT Program Synthesis and DevelopmentCode1
SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation ModelsCode1
DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point ThinkingCode1
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