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.gitattributes CHANGED
@@ -58,3 +58,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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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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+ pretrained_Mathematics.json filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ ---
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+
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+ # Dataset Details
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+
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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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+
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+ The dataset includes the following files:
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+
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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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+
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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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+
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+ # Citation
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+
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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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+
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+ [![Paper](https://img.shields.io/badge/arXiv-2603.14937-b31b1b.svg)](https://arxiv.org/abs/2603.14937)
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