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add GLEM model, TAGDataset and example of GLEM #9662
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add GLEM model, TAGDataset and example of GLEM
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# Examples for Co-training LLMs and GNNs | ||
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| Example | Description | | ||
| ------------------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------- | | ||
| [`g_retriever.py`](./g_retriever.py) | Example for Retrieval-Augmented Generation (RAG) w/ GNN+LLM by co-training `LLAMA2` with `GAT` for answering questions based on knowledge graph information | | ||
| Example | Description | | ||
| ------------------------------------ | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | ||
| [`g_retriever.py`](./g_retriever.py) | Example for Retrieval-Augmented Generation (RAG) w/ GNN+LLM by co-training `LLAMA2` with `GAT` for answering questions based on knowledge graph information | | ||
| [`glem.py`](./glem.py) | Example for [GLEM](https://arxiv.org/abs/2210.14709), a GNN+LLM co-training model via variational Expectation-Maximization (EM) framework on node classification tasks to achieve SOTA results | | ||
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## Run GLEM for getting SOTA result on ogbn-products dataset | ||
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`python glem.py` | ||
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