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talk-like-a-graph

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# Encoding Graphs and Structured Data in Language Models

This repository contains code for
[Talk like a Graph: Encoding Graphs for Large Language Models](https://arxiv.org/abs/2310.04560)
and
[Let Your Graph Do the Talking: Encoding Structured Data for LLMs](https://arxiv.org/abs/2402.05862).

## Cite us

If you use this package for published work, please cite the following.

For the "Talk like a Graph" project:

```
@inproceedigs{fatemi2024talk,
  title={Talk like a Graph: Encoding Graphs for Large Language Models},
  author={Bahare Fatemi and Jonathan Halcrow and Bryan Perozzi},
  booktitle={International Conference on Learning Representations (ICLR)},
  year={2024}
}
```

For Graph Token (a.k.a "Let Your Graph Do the Talking"):

```
@misc{perozzi2024letgraphtalkingencoding,
      title={Let Your Graph Do the Talking: Encoding Structured Data for LLMs}, 
      author={Bryan Perozzi and Bahare Fatemi and Dustin Zelle and Anton Tsitsulin and Mehran Kazemi and Rami Al-Rfou and Jonathan Halcrow},
      year={2024},
      eprint={2402.05862},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2402.05862}, 
}
```

## Disclaimer

This is not an official Google product.

talk-like-a-graph

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