Must-read papers on knowledge graph reasoning
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Apr 16, 2021
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multi-hop-reasoning
Here are 22 public repositories matching this topic...
The official implementation of ICLR 2020, "Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering".
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Jul 25, 2024 - Python
Multi-hop knowledge graph reasoning learned via policy gradient with reward shaping and action dropout
reinforcement-learning pytorch knowledge-graph policy-gradient reward-shaping action-dropout multi-hop-reasoning
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Oct 6, 2025 - Jupyter Notebook
VeritasGraph: Enterprise-Grade Graph RAG for Secure, On-Premise AI with Verifiable Attribution
nlp information-retrieval neo4j knowledge-graph question-answering lora data-privacy on-premise fine-tuning explainable-ai rag multi-hop-reasoning llm generative-ai generativeai langchain llamaindex ollama enterprise-ai graph-rag
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Nov 21, 2025 - Python
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Aug 21, 2023 - Python
Mimir - Fully open and customizable memory bank with semantic vector search capabilities for locally indexed files (Code Intelligence) and stored memories that are shared across sessions and chat contexts allowing worker agent to learn from errors in past runs. Includes Drag and Drop multi-agent orchestration
docker graph-algorithms mcp vector indexing multi-agent graph-database codebase graph-api semantic-search graph-embedding multi-agent-system code-intelligence multi-hop-reasoning vector-search llms llmops llm-orchestration mcp-tools
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Nov 23, 2025 - TypeScript
Source codes and datasets for EMNLP 2020 paper "Dynamic Anticipation and Completion for Multi-Hop Reasoning over Sparse Knowledge Graph"
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Jun 7, 2021 - Jupyter Notebook
EMNLP 22' (Oral): SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph Reasoning
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Jun 8, 2023 - Python
[AAAI 2023] Official resources of "NQE: N-ary Query Embedding for Complex Query Answering over Hyper-relational Knowledge Graphs".
first-order-logic pytorch transformer knowledge-graph fuzzy-logic hyper-relational multi-hop-reasoning logical-reasoning query-embedding
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Sep 22, 2025 - Python
This is the code for the MLRC2020 challenge w.r.t. the ACL 2020 paper Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings
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Oct 25, 2021 - Python
Discover advanced AI techniques in my repository combining Multi-Hop Chain of Thought (CoT) and Retrieval-Augmented Generation (RAG) using DSPy and Indexify. Enhance complex problem-solving with multi-step reasoning and external knowledge integration. Perfect for AI enthusiasts and researchers.
machine-learning chatbot artificial-intelligence indexify rag multi-hop-reasoning openaiapi multi-hop-question-answering retrieval-augmented-generation dspy-ai mult-hop-rag
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Jul 31, 2024 - Jupyter Notebook
[ACL'2024 Findings] "Understanding and Patching Compositional Reasoning in LLMs"
multi-hop-reasoning large-language-models mechanistic-interpretability compositional-reasoning factual-reasoning
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Aug 28, 2024 - Python
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Feb 22, 2023 - Python
Code and data for the AAAI 2022 paper "Hybrid Autoregressive Inference for Scalable Multi-hop Explanation Regeneration"
information-retrieval question-answering explainable-ai multi-hop-reasoning explanation-regeneration sentence-bert
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Oct 21, 2022 - Python
Code for the EACL 2021 paper "Unification-based Reconstruction of Multi-hop Explanations for Science Questions"
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Jul 6, 2023 - Python
Stanford CS224N Final Project. A text-based multi-hop reasoning question-answer NLP model to address the research question: "What if language models could ask their own questions?"
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May 1, 2024 - Python
CrawlLama 🦙 is an local AI agent that answers questions via Ollama and integrates web- and RAG-based research.
python automation osint help-wanted plugin-system contribute rag multi-hop-reasoning fastapi local-llm knowledge-retrieval ethical-scraping
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Nov 5, 2025 - Python
Anti-faCtual COmmonsense Reasoning Disentanglement
benchmark framework scalable dataset reasoning commonsense-reasoning counterfactual grounding multi-hop-reasoning commonsense-question-answering large-language-models llms context-faithfulness
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Jun 6, 2024 - Python
Shared Task for the COLING 2020 conference
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Dec 2, 2020 - Jupyter Notebook
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