| Enhancing Multi-modal and Multi-hop Question Answering via Structured Knowledge and Unified Retrieval-Generation | Dec 16, 2022 | Answer GenerationDecoder | CodeCode Available | 1 | 5 |
| Transformer-XH: Multi-Evidence Reasoning with eXtra Hop Attention | May 1, 2020 | Fact VerificationMulti-hop Question Answering | CodeCode Available | 1 | 5 |
| Natural Language Reasoning, A Survey | Mar 26, 2023 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 | 5 |
| Unsupervised Alignment-based Iterative Evidence Retrieval for Multi-hop Question Answering | May 4, 2020 | Evidence SelectionMulti-hop Question Answering | CodeCode Available | 1 | 5 |
| KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge Tracing | May 26, 2025 | Knowledge TracingMulti-hop Question Answering | CodeCode Available | 1 | 5 |
| CompAct: Compressing Retrieved Documents Actively for Question Answering | Jul 12, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as Agents | Feb 18, 2024 | Mathematical ReasoningMulti-hop Question Answering | CodeCode Available | 1 | 5 |
| Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop Reasoning | Oct 20, 2023 | In-Context LearningMulti-hop Question 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 |
| KITLM: Domain-Specific Knowledge InTegration into Language Models for Question Answering | Aug 7, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models | Dec 7, 2024 | Multi-hop Question AnsweringNavigate | CodeCode Available | 1 | 5 |
| Commonsense for Generative Multi-Hop Question Answering Tasks | Sep 17, 2018 | DecoderImplicit Relations | CodeCode Available | 0 | 5 |
| Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge Bases | May 14, 2025 | Knowledge GraphsMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| Cognitive Graph for Multi-Hop Reading Comprehension at Scale | May 14, 2019 | Graph Neural NetworkMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering | Sep 19, 2019 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Faithful Chain-of-Thought Reasoning | Jan 31, 2023 | MathMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| Repurposing Entailment for Multi-Hop Question Answering Tasks | Apr 20, 2019 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Explicit Graph Reasoning Fusing Knowledge and Contextual Information for Multi-hop Question Answering | Jul 1, 2022 | Graph Neural NetworkMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| Uncertainty Guided Global Memory Improves Multi-Hop Question Answering | Nov 29, 2023 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Single Sequence Prediction over Reasoning Graphs for Multi-hop QA | Jul 1, 2023 | DecoderGraph Neural Network | CodeCode Available | 0 | 5 |
| SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking | May 25, 2025 | Mathematical ReasoningMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| Single and Multi-Hop Question-Answering Datasets for Reticular Chemistry with GPT-4-Turbo | May 3, 2024 | BenchmarkingMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| Dynamic Chunking and Selection for Reading Comprehension of Ultra-Long Context in Large Language Models | Jun 1, 2025 | ChunkingMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| Combining Lexical and Dense Retrieval for Computationally Efficient Multi-hop Question Answering | Jun 15, 2021 | Multi-hop Question AnsweringOpen-Domain Question Answering | CodeCode Available | 0 | 5 |
| Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering | Mar 19, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Rethinking Label Smoothing on Multi-hop Question Answering | Dec 19, 2022 | Image ClassificationMachine Reading Comprehension | CodeCode Available | 0 | 5 |
| RConE: Rough Cone Embedding for Multi-Hop Logical Query Answering on Multi-Modal Knowledge Graphs | Aug 21, 2024 | Knowledge GraphsLink Prediction | CodeCode Available | 0 | 5 |
| Hybrid Autoregressive Inference for Scalable Multi-hop Explanation Regeneration | Jul 25, 2021 | Multi-hop Question AnsweringNatural Language Inference | CodeCode Available | 0 | 5 |
| Optimizing AI Reasoning: A Hamiltonian Dynamics Approach to Multi-Hop Question Answering | Oct 6, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering | May 25, 2025 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Multi-hop Question Answering via Reasoning Chains | Oct 7, 2019 | Coreference ResolutionMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| Hierarchical Graph Network for Multi-hop Question Answering | Nov 9, 2019 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Is Multihop QA in DiRe Condition? Measuring and Reducing Disconnected Reasoning | May 2, 2020 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge | Dec 22, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge Graphs | Dec 4, 2023 | Explanation GenerationGraph Neural Network | CodeCode Available | 0 | 5 |
| QASC: A Dataset for Question Answering via Sentence Composition | Oct 25, 2019 | Common Sense ReasoningMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| Leveraging Structured Information for Explainable Multi-hop Question Answering and Reasoning | Nov 7, 2023 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Lost in the Middle, and In-Between: Enhancing Language Models' Ability to Reason Over Long Contexts in Multi-Hop QA | Dec 13, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Learning from Explanations with Neural Execution Tree | Nov 4, 2019 | Data AugmentationMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| In-Context Principle Learning from Mistakes | Feb 8, 2024 | GSM8KIn-Context Learning | CodeCode Available | 0 | 5 |
| Co-occurrence is not Factual Association in Language Models | Sep 21, 2024 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context Permutation | May 16, 2025 | DecoderMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models | Sep 22, 2023 | Multi-hop Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
| FSM: A Finite State Machine Based Zero-Shot Prompting Paradigm for Multi-Hop Question Answering | Jul 3, 2024 | HallucinationMulti-hop Question Answering | —Unverified | 0 | 0 |
| From Easy to Hard: Two-stage Selector and Reader for Multi-hop Question Answering | May 24, 2022 | Multi-hop Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
| A Training-free LLM Framework with Interaction between Contextually Related Subtasks in Solving Complex Tasks | Mar 29, 2025 | Decision MakingMulti-hop Question Answering | —Unverified | 0 | 0 |
| Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network | Apr 20, 2020 | Graph Neural NetworkLanguage Modeling | —Unverified | 0 | 0 |
| Few-shot Multi-hop Question Answering over Knowledge Base | Dec 14, 2021 | Few-Shot LearningKnowledge Base Question Answering | —Unverified | 0 | 0 |
| Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs | Sep 2, 2022 | Answer SelectionKnowledge Graphs | —Unverified | 0 | 0 |
| Coarse-grained decomposition and fine-grained interaction for multi-hop question answering | Jan 15, 2021 | Multi-hop Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
