JJYDXFS/RAMP_finetuned_data_Cora
Dataset Details This dataset contains finetuning data constructed from the Cora citation network for downstream text-rich graph tasks. It is used for finetuning RAMP (Raw-text Anchored Message Passing), which recasts the LLM as a graph-native aggregation operator on text-rich graphs. The dataset includes the following files: finetuned_cora_v1.json — Training set finetuned_cora_val_v1.json — Validation set eval_cora_v1.json — Test set This is a release from our paper LLM as… See the full description on the dataset page: https://huggingface.co/datasets/JJYDXFS/RAMP_finetuned_data_Cora.
Dataset Details
This dataset contains finetuning data constructed from the Cora citation network for downstream text-rich graph tasks. It is used for finetuning RAMP (Raw-text Anchored Message Passing), which recasts the LLM as a graph-native aggregation operator on text-rich graphs.
The dataset includes the following files:
finetuned_cora_v1.json— Training setfinetuned_cora_val_v1.json— Validation seteval_cora_v1.json— Test set
This is a release from our paper LLM as Graph Kernel: Rethinking Message Passing on Text-Rich Graphs, so please cite it if using this dataset.
Citation
@article{zhang2026llm,
title={LLM as Graph Kernel: Rethinking Message Passing on Text-Rich Graphs},
author={Zhang, Ying and Yu, Hang and Zhang, Haipeng and Di, Peng},
journal={arXiv preprint arXiv:2603.14937},
year={2026}
}