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Merge branch 'rebase-txt2kg' of https://github.com/pyg-team/pytorch_g…
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riship committed Jan 8, 2025
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# Examples for LLM and GNN co-training

| Example | Description |
| ---------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [`benchmark_model_archs_rag.py`](./benchmark_model_archs_rag.py) | Script for running a GNN/LLM benchmark on GRetriever while grid searching relevent architecture parameters and datasets. |
| [`minimal_demo.py`](./minimal_demo.py) | Minimal demo for WebQSP dataset comparing GNN+LLM vs LLM |
| Example | Description |
| ---------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------ |
| [`benchmark_model_archs_rag.py`](./benchmark_model_archs_rag.py) | Script for running a GNN/LLM benchmark on GRetriever while grid searching relevent architecture parameters and datasets. |
| [`minimal_demo.py`](./minimal_demo.py) | Minimal demo for WebQSP dataset comparing GNN+LLM vs LLM |

NOTE: Evaluating performance on GRetriever with smaller sample sizes may result in subpar performance. It is not unusual for the fine-tuned model/LLM to perform worse than an untrained LLM on very small sample sizes.

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