kg

拼好RAG：手搓并融合了GraphRAG、LightRAG、Neo4j-llm-graph-builder进行知识图谱构建以及搜索；整合DeepSearch技术实现私域RAG的推理；自制针对GraphRAG的评估框架| Integrate GraphRAG, LightRAG, and Neo4j-llm-graph-builder for knowledge graph construction and search. Combine DeepSearch for private RAG reasoning. Create a custom evaluation framework for GraphRAG.

evaluation kg reasoning deepsearch graphrag agentic-rag lightrag deepresearch

Updated May 26, 2025
Python

davendw49 / k2

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Code and datasets for paper "K2: A Foundation Language Model for Geoscience Knowledge Understanding and Utilization" in WSDM-2024

data-science geoscience kg geoai ai4science large-language-models llm

Updated Jun 5, 2024
Python

zjunlp / MKGformer

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[SIGIR 2022] Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion

pytorch dataset transformer knowledge-graph ner kg link-prediction kgc relation-extraction multimodal former mkg sigir2022 mkgformer mnre

Updated Apr 21, 2025
Python

zjunlp / Relphormer

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[Neurocomputing 2023] Relational Graph Transformer for Knowledge Graph Representation

transformer knowledge-graph question-answering recommendation-system knowledge-graph-completion umls kg link-prediction wn18rr fb15k-237 knowledge-graph-representation relphormer

Updated Jul 15, 2024
Python

RManLuo / graph-constrained-reasoning

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Official Implementation of ICML 2025 Paper: "Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models".

knowledge-graph kg reasoning llm large-language-model graph-constrained-reasoning

Updated May 20, 2025
Python

haozheji / multigen

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EMNLP2020 - Language Generation with Multi-hop Reasoning on Commonsense Knowledge Graph

pytorch nlg kg

Updated Feb 26, 2024
Python

zjunlp / MKG_Analogy

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[ICLR 2023] Multimodal Analogical Reasoning over Knowledge Graphs

natural-language-processing computer-vision prompt dataset knowledge-graph mars language-model kg reasoning analogy iclr multimodal pre-trained-language-models iclr2023 analogical-reasoning markg

Updated Jul 28, 2024
Python

YZ-Cai / SimGRAG

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Official code of the paper "SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation"

knowledge-graph kg kgqa rag llm large-language-model retrieval-augmented-generation

Updated Dec 17, 2024
Python

zjunlp / HVPNeT

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[NAACL 2022 Findings] Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction

naacl pytorch information-extraction dataset prefix ner bert kg relation-extraction entity-extraction re multimodal-learning multimodal hvpnet multimodal-knowledge-graph

Updated Mar 13, 2025
Python

Chieko-Seren / ARIES

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顺便一提，我们支持 RWKV | 「Intel 2025 人工智能创新大赛」🚀AutoOPS: Provide the chaos brought by language models to the operation and maintenance industry! 🏆使用 LLM 提供的动力实现全自动运维，支持 Windows Server/Linux/macOS/Cisco IOS，可进行全网自动管理，让我们颠覆运维行业【带外管理/自动运维/IoT设备管理/WebHook监控/任意平台/全模态Workflow】