类库 › Graph-R1
LHRLAB

LHRLAB/Graph-R1

Graph-R1是一个基于端到端强化学习的Agentic GraphRAG框架,旨在提升大语言模型的图推理能力。通过构建知识超图和迭代推理循环,有效结合结构化知识与LLM,适用于医疗、金融等知识密集型领域的复杂问答任务。

LHRLAB/Graph-R1

技术栈

根目录 python

框架

FastAPI

ORM

SQLAlchemy
查看全部依赖 (44)

依赖

FlagEmbedding NumPy Pandas PyPDF2 accelerate aioboto3 aiohttp codetiming datasets dill faiss-cpu flash-attn graspologic hnswlib hydra-core jsonlines liger-kernel math-verify nano-vectordb neo4j networkx nltk ollama openai oracledb peft pyarrow pybind11 pylatexenc pymilvus pymongo pymysql pyvis ray spacy tenacity tensordict tiktoken torchdata transformers uvicorn vllm wandb xxhash

截图

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./figs/1_f1.png
./figs/1_em.png
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./figs/1_turn.png
./figs/2_f1.png
./figs/2_em.png
./figs/2_res.png
./figs/2_turn.png
./figs/3_f1.png
./figs/3_em.png
./figs/3_res.png
./figs/3_turn.png

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