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Retrieval-augmented Generation

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TitleStatusHype
Contextual Compression in Retrieval-Augmented Generation for Large Language Models: A SurveyCode1
Imagine All The Relevance: Scenario-Profiled Indexing with Knowledge Expansion for Dense RetrievalCode1
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological TextCode1
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language ModelsCode1
Benchmarking Multimodal Knowledge Conflict for Large Multimodal ModelsCode1
RNNs are not Transformers (Yet): The Key Bottleneck on In-context RetrievalCode1
Dubo-SQL: Diverse Retrieval-Augmented Generation and Fine Tuning for Text-to-SQLCode1
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge GraphsCode1
Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP DocumentsCode1
DRAGged into Conflicts: Detecting and Addressing Conflicting Sources in Search-Augmented LLMsCode1
Optimizing Retrieval Strategies for Financial Question Answering Documents in Retrieval-Augmented Generation SystemsCode1
Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question CoverageCode1
OpenOmni: A Collaborative Open Source Tool for Building Future-Ready Multimodal Conversational AgentsCode1
ORAN-Bench-13K: An Open Source Benchmark for Assessing LLMs in Open Radio Access NetworksCode1
Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMsCode1
Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-PracticingCode1
One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language ModelsCode1
DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented GenerationCode1
Docopilot: Improving Multimodal Models for Document-Level UnderstandingCode1
AgentAda: Skill-Adaptive Data Analytics for Tailored Insight DiscoveryCode1
Chronocept: Instilling a Sense of Time in MachinesCode1
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text ClassificationCode1
Emotional RAG: Enhancing Role-Playing Agents through Emotional RetrievalCode1
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge TracingCode1
Citation-Enhanced Generation for LLM-based ChatbotsCode1
Knowledge Graph-based Retrieval-Augmented Generation for Schema MatchingCode1
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal AgreementsCode1
Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End SystemCode1
"Knowing When You Don't Know": A Multilingual Relevance Assessment Dataset for Robust Retrieval-Augmented GenerationCode1
Knowledge graph enhanced retrieval-augmented generation for failure mode and effects analysisCode1
NeuSym-RAG: Hybrid Neural Symbolic Retrieval with Multiview Structuring for PDF Question AnsweringCode1
Not All Contexts Are Equal: Teaching LLMs Credibility-aware GenerationCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
Neural Exec: Learning (and Learning from) Execution Triggers for Prompt Injection AttacksCode1
Studying Large Language Model Behaviors Under Context-Memory Conflicts With Real DocumentsCode1
Multi-Meta-RAG: Improving RAG for Multi-Hop Queries using Database Filtering with LLM-Extracted MetadataCode1
DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point ThinkingCode1
Neuro-Symbolic Query CompilerCode1
NUDGE: Lightweight Non-Parametric Fine-Tuning of Embeddings for RetrievalCode1
Retrieval-Augmented Generation for Code Summarization via Hybrid GNNCode1
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented GenerationCode1
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience ReportCode1
LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language ModelsCode1
MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal GenerationCode1
MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Poisoning AttacksCode1
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation SystemsCode1
Controllable Context Sensitivity and the Knob Behind ItCode1
GPIoT: Tailoring Small Language Models for IoT Program Synthesis and DevelopmentCode1
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented GenerationCode1
Constructing and Evaluating Declarative RAG Pipelines in PyTerrierCode1
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