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Retrieval-augmented Generation

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TitleStatusHype
Efficient fine-tuning methodology of text embedding models for information retrieval: contrastive learning penalty (clp)Code1
One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language ModelsCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented GenerationCode1
ECoRAG: Evidentiality-guided Compression for Long Context RAGCode1
VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMsCode1
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological TextCode1
Effective and Transparent RAG: Adaptive-Reward Reinforcement Learning for Decision TraceabilityCode1
Dynamic Retrieval Augmented Generation of Ontologies using Artificial Intelligence (DRAGON-AI)Code1
Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-GenerationCode1
Building A Coding Assistant via the Retrieval-Augmented Language ModelCode1
Familiarity-Aware Evidence Compression for Retrieval-Augmented GenerationCode1
Optimizing Retrieval Strategies for Financial Question Answering Documents in Retrieval-Augmented Generation SystemsCode1
Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End SystemCode1
Finetune-RAG: Fine-Tuning Language Models to Resist Hallucination in Retrieval-Augmented GenerationCode1
R^2AG: Incorporating Retrieval Information into Retrieval Augmented GenerationCode1
Neuro-Symbolic Query CompilerCode1
Neural Exec: Learning (and Learning from) Execution Triggers for Prompt Injection AttacksCode1
NeuSym-RAG: Hybrid Neural Symbolic Retrieval with Multiview Structuring for PDF Question AnsweringCode1
GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuningCode1
Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question CoverageCode1
"Knowing When You Don't Know": A Multilingual Relevance Assessment Dataset for Robust Retrieval-Augmented GenerationCode1
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented ReasoningCode1
DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented GenerationCode1
Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMsCode1
DRAGged into Conflicts: Detecting and Addressing Conflicting Sources in Search-Augmented LLMsCode1
Not All Contexts Are Equal: Teaching LLMs Credibility-aware GenerationCode1
RAG Playground: A Framework for Systematic Evaluation of Retrieval Strategies and Prompt Engineering in RAG SystemsCode1
Benchmarking Retrieval-Augmented Multimomal Generation for Document Question AnsweringCode1
Docopilot: Improving Multimodal Models for Document-Level UnderstandingCode1
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented GenerationCode1
GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language ModelsCode1
MALADE: Orchestration of LLM-powered Agents with Retrieval Augmented Generation for PharmacovigilanceCode1
Multi-Meta-RAG: Improving RAG for Multi-Hop Queries using Database Filtering with LLM-Extracted MetadataCode1
NUDGE: Lightweight Non-Parametric Fine-Tuning of Embeddings for RetrievalCode1
Benchmarking Multimodal Knowledge Conflict for Large Multimodal ModelsCode1
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge GraphsCode1
MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Poisoning AttacksCode1
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented GenerationCode1
Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQACode1
Graph World ModelCode1
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation SystemsCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
Graph RAG-Tool FusionCode1
A RAG-Based Multi-Agent LLM System for Natural Hazard Resilience and AdaptationCode1
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience ReportCode1
CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented GenerationCode1
Certifiably Robust RAG against Retrieval CorruptionCode1
MoRAG -- Multi-Fusion Retrieval Augmented Generation for Human MotionCode1
DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point ThinkingCode1
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