| Relevance Isn't All You Need: Scaling RAG Systems With Inference-Time Compute Via Multi-Criteria Reranking | Mar 14, 2025 | AllLarge Language Model | CodeCode Available | 13 |
| Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models | Jun 5, 2025 | RerankingRetrieval | CodeCode Available | 5 |
| Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation | Feb 4, 2025 | BenchmarkingInformation Retrieval | CodeCode Available | 4 |
| EasyRAG: Efficient Retrieval-Augmented Generation Framework for Automated Network Operations | Oct 14, 2024 | Answer GenerationQuestion Answering | CodeCode Available | 4 |
| ReChorus2.0: A Modular and Task-Flexible Recommendation Library | May 28, 2024 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 4 |
| MTEB: Massive Text Embedding Benchmark | Oct 13, 2022 | BenchmarkingInformation Retrieval | CodeCode Available | 4 |
| Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning | Mar 8, 2025 | Reranking | CodeCode Available | 3 |
| DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented Generation | May 12, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| LLM4Ranking: An Easy-to-use Framework of Utilizing Large Language Models for Document Reranking | Apr 10, 2025 | RerankingRetrieval-augmented Generation | CodeCode Available | 2 |
| RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts | Feb 25, 2025 | RAGReranking | CodeCode Available | 2 |
| Rank1: Test-Time Compute for Reranking in Information Retrieval | Feb 25, 2025 | Information RetrievalInstruction Following | CodeCode Available | 2 |
| Benchmarking Retrieval-Augmented Generation in Multi-Modal Contexts | Feb 24, 2025 | BenchmarkingFact Verification | CodeCode Available | 2 |
| LamRA: Large Multimodal Model as Your Advanced Retrieval Assistant | Dec 2, 2024 | Contrastive LearningInformation Retrieval | CodeCode Available | 2 |
| CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking | Dec 1, 2024 | Bug fixingCode Generation | CodeCode Available | 2 |
| INQUIRE: A Natural World Text-to-Image Retrieval Benchmark | Nov 4, 2024 | Image RetrievalReranking | CodeCode Available | 2 |
| EnCLAP++: Analyzing the EnCLAP Framework for Optimizing Automated Audio Captioning Performance | Sep 2, 2024 | AudioCapsAudio captioning | 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 |
| LitSearch: A Retrieval Benchmark for Scientific Literature Search | Jul 10, 2024 | ArticlesReranking | CodeCode Available | 2 |
| FIRST: Faster Improved Listwise Reranking with Single Token Decoding | Jun 21, 2024 | Information RetrievalLanguage Modeling | CodeCode Available | 2 |
| Leveraging Passage Embeddings for Efficient Listwise Reranking with Large Language Models | Jun 21, 2024 | Learning-To-RankPassage Ranking | CodeCode Available | 2 |
| ARAGOG: Advanced RAG Output Grading | Apr 1, 2024 | Document EmbeddingLanguage Modeling | CodeCode Available | 2 |
| Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision | Mar 14, 2024 | MathReinforcement Learning (RL) | CodeCode Available | 2 |
| Scaling Down, LiTting Up: Efficient Zero-Shot Listwise Reranking with Seq2seq Encoder-Decoder Models | Dec 26, 2023 | DecoderReranking | CodeCode Available | 2 |
| RankZephyr: Effective and Robust Zero-Shot Listwise Reranking is a Breeze! | Dec 5, 2023 | Information RetrievalReranking | CodeCode Available | 2 |
| RankVicuna: Zero-Shot Listwise Document Reranking with Open-Source Large Language Models | Sep 26, 2023 | Information RetrievalReranking | CodeCode Available | 2 |
| Global Features are All You Need for Image Retrieval and Reranking | Aug 14, 2023 | AllImage Retrieval | CodeCode Available | 2 |
| UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers | Mar 1, 2023 | Domain AdaptationInformation Retrieval | CodeCode Available | 2 |
| Re3: Generating Longer Stories With Recursive Reprompting and Revision | Oct 13, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models | Dec 20, 2021 | DiversityImage Generation | CodeCode Available | 2 |
| Pretrained Transformers for Text Ranking: BERT and Beyond | Oct 13, 2020 | Information RetrievalReranking | CodeCode Available | 2 |
| Constructing and Evaluating Declarative RAG Pipelines in PyTerrier | Jun 12, 2025 | Natural QuestionsRAG | CodeCode Available | 1 |
| REARANK: Reasoning Re-ranking Agent via Reinforcement Learning | May 26, 2025 | Data AugmentationInformation Retrieval | CodeCode Available | 1 |
| AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking | May 24, 2025 | RerankingRetrieval | CodeCode Available | 1 |
| Universal Biological Sequence Reranking for Improved De Novo Peptide Sequencing | May 23, 2025 | de novo peptide sequencingReranking | CodeCode Available | 1 |
| Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented Generation | May 12, 2025 | Question AnsweringRAG | CodeCode Available | 1 |
| KGMEL: Knowledge Graph-Enhanced Multimodal Entity Linking | Apr 21, 2025 | Entity LinkingKnowledge Graphs | CodeCode Available | 1 |
| Retrieval Augmented Generation with Collaborative Filtering for Personalized Text Generation | Apr 8, 2025 | Collaborative FilteringContrastive Learning | CodeCode Available | 1 |
| Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases | Feb 27, 2025 | RerankingRetrieval | CodeCode Available | 1 |
| RALLRec: Improving Retrieval Augmented Large Language Model Recommendation with Representation Learning | Feb 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| RAG Playground: A Framework for Systematic Evaluation of Retrieval Strategies and Prompt Engineering in RAG Systems | Dec 16, 2024 | Prompt EngineeringRAG | CodeCode Available | 1 |
| Magneto: Combining Small and Large Language Models for Schema Matching | Dec 11, 2024 | Reranking | CodeCode Available | 1 |
| PyTerrier-GenRank: The PyTerrier Plugin for Reranking with Large Language Models | Dec 6, 2024 | Reranking | CodeCode Available | 1 |
| Why These Documents? Explainable Generative Retrieval with Hierarchical Category Paths | Nov 8, 2024 | Information RetrievalReranking | CodeCode Available | 1 |
| CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data Diversity | Oct 16, 2024 | ChunkingDiversity | CodeCode Available | 1 |
| PairDistill: Pairwise Relevance Distillation for Dense Retrieval | Oct 2, 2024 | Information RetrievalKnowledge Distillation | CodeCode Available | 1 |
| Enhancing High-order Interaction Awareness in LLM-based Recommender Model | Sep 30, 2024 | Knowledge GraphsReranking | CodeCode Available | 1 |
| Review-driven Personalized Preference Reasoning with Large Language Models for Recommendation | Aug 12, 2024 | PredictionRecommendation Systems | CodeCode Available | 1 |
| AutoBencher: Creating Salient, Novel, Difficult Datasets for Language Models | Jul 11, 2024 | Language ModellingMath | CodeCode Available | 1 |
| LinkGPT: Teaching Large Language Models To Predict Missing Links | Jun 7, 2024 | Few-Shot LearningLink Prediction | CodeCode Available | 1 |
| Enhancing Mobile "How-to" Queries with Automated Search Results Verification and Reranking | Apr 13, 2024 | AI AgentReranking | CodeCode Available | 1 |