| R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning | May 22, 2025 | MemorizationRAG | CodeCode Available | 4 | 5 |
| ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding | Jan 14, 2025 | RAGRetrieval | CodeCode Available | 4 | 5 |
| FinBen: A Holistic Financial Benchmark for Large Language Models | Feb 20, 2024 | Question AnsweringRAG | CodeCode Available | 4 | 5 |
| Multi-Head RAG: Solving Multi-Aspect Problems with LLMs | Jun 7, 2024 | BenchmarkingDecoder | CodeCode Available | 3 | 5 |
| MoC: Mixtures of Text Chunking Learners for Retrieval-Augmented Generation System | Mar 12, 2025 | ChunkingComputational Efficiency | CodeCode Available | 3 | 5 |
| MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries | Jan 27, 2024 | BenchmarkingRAG | CodeCode Available | 3 | 5 |
| Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation | Feb 12, 2025 | cross-modal alignmentmultimodal generation | CodeCode Available | 3 | 5 |
| Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation | Sep 19, 2024 | RAGRetrieval | CodeCode Available | 3 | 5 |
| MMSearch-R1: Incentivizing LMMs to Search | Jun 25, 2025 | RAGRetrieval-augmented Generation | CodeCode Available | 3 | 5 |
| Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical Perception | Oct 16, 2024 | Binary ClassificationChunking | CodeCode Available | 3 | 5 |
