| HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models | May 23, 2024 | HippocampusKnowledge Graphs | CodeCode Available | 7 | 5 |
| Retrieval-Augmented Generation with Hierarchical Knowledge | Mar 13, 2025 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 4 | 5 |
| Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical Perception | Oct 16, 2024 | Binary ClassificationChunking | CodeCode Available | 3 | 5 |
| Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning | Jun 10, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 3 | 5 |
| EfficientRAG: Efficient Retriever for Multi-Hop Question Answering | Aug 8, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 2 | 5 |
| AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents | Jul 5, 2024 | Decision MakingMulti-hop Question Answering | CodeCode Available | 2 | 5 |
| MASKSEARCH: A Universal Pre-Training Framework to Enhance Agentic Search Capability | May 26, 2025 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 2 | 5 |
| 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 | 5 |
| Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model Reasoning | Sep 19, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings | Jul 1, 2020 | Answer SelectionKnowledge Graphs | CodeCode Available | 1 | 5 |
| Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question Answering | Feb 12, 2023 | Multi-hop Question AnsweringOpen-Ended Question Answering | CodeCode Available | 1 | 5 |
| Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question Answering | May 25, 2021 | Abstract Meaning RepresentationARC | CodeCode Available | 1 | 5 |
| HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data | Apr 15, 2020 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain Reasoning | Oct 25, 2021 | Graph Question AnsweringImplicit Relations | CodeCode Available | 1 | 5 |
| Enhancing Multi-modal and Multi-hop Question Answering via Structured Knowledge and Unified Retrieval-Generation | Dec 16, 2022 | Answer GenerationDecoder | CodeCode Available | 1 | 5 |
| HopWeaver: Synthesizing Authentic Multi-Hop Questions Across Text Corpora | May 21, 2025 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps | Nov 2, 2020 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering | Sep 25, 2018 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM Collaboration | Apr 7, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| End-to-End Beam Retrieval for Multi-Hop Question Answering | Aug 17, 2023 | Language ModellingLarge Language Model | CodeCode Available | 1 | 5 |
| Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs | Feb 17, 2024 | Knowledge GraphsMulti-hop Question Answering | CodeCode Available | 1 | 5 |
| DeepEdit: Knowledge Editing as Decoding with Constraints | Jan 19, 2024 | Informativenessknowledge editing | CodeCode Available | 1 | 5 |
| Answering Questions by Meta-Reasoning over Multiple Chains of Thought | Apr 25, 2023 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Can Language Models Solve Graph Problems in Natural Language? | May 17, 2023 | In-Context LearningKnowledge Probing | CodeCode Available | 1 | 5 |
| Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering | Aug 20, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
