| HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models | May 23, 2024 | HippocampusKnowledge Graphs | CodeCode Available | 7 |
| Retrieval-Augmented Generation with Hierarchical Knowledge | Mar 13, 2025 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 4 |
| Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical Perception | Oct 16, 2024 | Binary ClassificationChunking | CodeCode Available | 3 |
| Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning | Jun 10, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 3 |
| MASKSEARCH: A Universal Pre-Training Framework to Enhance Agentic Search Capability | May 26, 2025 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 2 |
| LevelRAG: Enhancing Retrieval-Augmented Generation with Multi-hop Logic Planning over Rewriting Augmented Searchers | Feb 25, 2025 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 2 |
| Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model Reasoning | Sep 19, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| EfficientRAG: Efficient Retriever for Multi-Hop Question Answering | Aug 8, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 2 |
| AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents | Jul 5, 2024 | Decision MakingMulti-hop Question Answering | CodeCode Available | 2 |
| Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration | May 27, 2025 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 1 |
