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- README.md +28 -3
- pretrained_Economics.json +3 -0
- pretrained_Geology.json +3 -0
- pretrained_Mathematics.json +3 -0
.gitattributes
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# Video files - compressed
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# Video files - compressed
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pretrained_Economics.json filter=lfs diff=lfs merge=lfs -text
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pretrained_Geology.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: apache-2.0
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---
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license: apache-2.0
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---
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# Dataset Details
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This dataset contains pretrained data constructed from academic text-rich graphs ([MAPLE](https://github.com/yuzhimanhua/MAPLE)) spanning three disciplines: Economics, Mathematics, and Geology. It is used for pretraining [RAMP](https://arxiv.org/abs/2603.14937) (Raw-text Anchored Message Passing), which recasts the LLM as a graph-native aggregation operator on text-rich graphs.
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The dataset includes the following files:
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- `pretrained_Economics.json`
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- `pretrained_Mathematics.json`
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- `pretrained_Geology.json`
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This is a release from our paper [LLM as Graph Kernel: Rethinking Message Passing on Text-Rich Graphs](https://arxiv.org/abs/2603.14937), so please cite it if using this dataset.
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# Citation
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```bibtex
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@article{zhang2026llm,
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title={LLM as Graph Kernel: Rethinking Message Passing on Text-Rich Graphs},
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author={Zhang, Ying and Yu, Hang and Zhang, Haipeng and Di, Peng},
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journal={arXiv preprint arXiv:2603.14937},
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year={2026}
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}
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```
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[](https://arxiv.org/abs/2603.14937)
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pretrained_Economics.json
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size 1433772977
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pretrained_Geology.json
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version https://git-lfs.github.com/spec/v1
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pretrained_Mathematics.json
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