| TrustRAG: Enhancing Robustness and Trustworthiness in RAG | Jan 1, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions | Dec 31, 2024 | DiversityRAG | CodeCode Available | 2 |
| XRAG: eXamining the Core -- Benchmarking Foundational Components in Advanced Retrieval-Augmented Generation | Dec 20, 2024 | BenchmarkingDiagnostic | CodeCode Available | 2 |
| SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation | Dec 17, 2024 | Fact VerificationKnowledge Graphs | CodeCode Available | 2 |
| OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain | Dec 17, 2024 | RAGRetrieval | CodeCode Available | 2 |
| RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation | Dec 16, 2024 | RAGRetrieval | CodeCode Available | 2 |
| Granite Guardian | Dec 10, 2024 | HallucinationLanguage Modeling | CodeCode Available | 2 |
| Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis | Dec 9, 2024 | Gesture GenerationRAG | CodeCode Available | 2 |
| OCR Hinders RAG: Evaluating the Cascading Impact of OCR on Retrieval-Augmented Generation | Dec 3, 2024 | Optical Character RecognitionOptical Character Recognition (OCR) | CodeCode Available | 2 |
| Multi-Reranker: Maximizing performance of retrieval-augmented generation in the FinanceRAG challenge | Nov 23, 2024 | RAGRetrieval | CodeCode Available | 2 |
| Retrieval Augmented Time Series Forecasting | Nov 12, 2024 | RAGRetrieval | CodeCode Available | 2 |
| RAGViz: Diagnose and Visualize Retrieval-Augmented Generation | Nov 4, 2024 | Answer GenerationGPU | CodeCode Available | 2 |
| CORAL: Benchmarking Multi-turn Conversational Retrieval-Augmentation Generation | Oct 30, 2024 | BenchmarkingPassage Retrieval | CodeCode Available | 2 |
| Beyond Text: Optimizing RAG with Multimodal Inputs for Industrial Applications | Oct 29, 2024 | Image RetrievalRAG | CodeCode Available | 2 |
| Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation | Oct 28, 2024 | RAGRetrieval | CodeCode Available | 2 |
| Vision Search Assistant: Empower Vision-Language Models as Multimodal Search Engines | Oct 28, 2024 | RetrievalRetrieval-augmented Generation | CodeCode Available | 2 |
| LoRANN: Low-Rank Matrix Factorization for Approximate Nearest Neighbor Search | Oct 24, 2024 | ClusteringGPU | CodeCode Available | 2 |
| LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering | Oct 23, 2024 | ChunkingQuestion Answering | CodeCode Available | 2 |
| RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards | Oct 17, 2024 | RAGRetrieval | CodeCode Available | 2 |
| Toward General Instruction-Following Alignment for Retrieval-Augmented Generation | Oct 12, 2024 | Instruction FollowingRAG | CodeCode Available | 2 |
| Retriever-and-Memory: Towards Adaptive Note-Enhanced Retrieval-Augmented Generation | Oct 11, 2024 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 2 |
| StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization | Oct 11, 2024 | RAGRetrieval-augmented Generation | CodeCode Available | 2 |
| TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text | Oct 10, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge Graphs | Oct 8, 2024 | Knowledge GraphsRAG | CodeCode Available | 2 |
| Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval | Oct 6, 2024 | Community DetectionInformation Retrieval | CodeCode Available | 2 |
| Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models | Oct 2, 2024 | Mixture-of-ExpertsNavigate | CodeCode Available | 2 |
| FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" | Sep 30, 2024 | counterfactualHallucination | CodeCode Available | 2 |
| QAEncoder: Towards Aligned Representation Learning in Question Answering System | Sep 30, 2024 | Document EmbeddingQuestion Answering | CodeCode Available | 2 |
| Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework | Sep 19, 2024 | Autonomous VehiclesDecision Making | CodeCode Available | 2 |
| Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse | Sep 17, 2024 | In-Context LearningRAG | CodeCode Available | 2 |
| Synthetic continued pretraining | Sep 11, 2024 | Data AugmentationLanguage Modelling | CodeCode Available | 2 |
| Revisiting the Solution of Meta KDD Cup 2024: CRAG | Sep 9, 2024 | RAGRetrieval | CodeCode Available | 2 |
| Language Model Powered Digital Biology with BRAD | Sep 4, 2024 | ChatbotCode Generation | CodeCode Available | 2 |
| LegalBench-RAG: A Benchmark for Retrieval-Augmented Generation in the Legal Domain | Aug 19, 2024 | RAGRetrieval | CodeCode Available | 2 |
| TC-RAG:Turing-Complete RAG's Case study on Medical LLM Systems | Aug 17, 2024 | RAGRetrieval | CodeCode Available | 2 |
| EfficientRAG: Efficient Retriever for Multi-Hop Question Answering | Aug 8, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 2 |
| MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected Training | Jul 31, 2024 | RAGReranking | CodeCode Available | 2 |
| MetaOpenFOAM: an LLM-based multi-agent framework for CFD | Jul 31, 2024 | RAGRetrieval-augmented Generation | CodeCode Available | 2 |
| RAG-QA Arena: Evaluating Domain Robustness for Long-form Retrieval Augmented Question Answering | Jul 19, 2024 | Domain GeneralizationForm | CodeCode Available | 2 |
| Scientific QA System with Verifiable Answers | Jul 16, 2024 | ArticlesInformation Retrieval | CodeCode Available | 2 |
| Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation | Jul 15, 2024 | Information RetrievalKnowledge Graphs | CodeCode Available | 2 |
| PersonaRAG: Enhancing Retrieval-Augmented Generation Systems with User-Centric Agents | Jul 12, 2024 | Information RetrievalQuestion Answering | CodeCode Available | 2 |
| RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models | Jul 6, 2024 | Medical DiagnosisRAG | CodeCode Available | 2 |
| How do you know that? Teaching Generative Language Models to Reference Answers to Biomedical Questions | Jul 6, 2024 | Question AnsweringRAG | CodeCode Available | 2 |
| TongGu: Mastering Classical Chinese Understanding with Knowledge-Grounded Large Language Models | Jul 4, 2024 | RAGRetrieval-augmented Generation | CodeCode Available | 2 |
| UniGen: A Unified Framework for Textual Dataset Generation Using Large Language Models | Jun 27, 2024 | AttributeBenchmarking | CodeCode Available | 2 |
| Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation | Jun 26, 2024 | HallucinationKnowledge Base Question Answering | CodeCode Available | 2 |
| Leave No Document Behind: Benchmarking Long-Context LLMs with Extended Multi-Doc QA | Jun 25, 2024 | BenchmarkingLong-Context Understanding | CodeCode Available | 2 |
| Evaluating RAG-Fusion with RAGElo: an Automated Elo-based Framework | Jun 20, 2024 | HallucinationQuestion Answering | CodeCode Available | 2 |
| CodeRAG-Bench: Can Retrieval Augment Code Generation? | Jun 20, 2024 | Code GenerationRAG | CodeCode Available | 2 |