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README.md
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# PixT3: Pixel-based Table-To-Text Generation
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This repository contains code and datasets for the ACL 2024 paper [PixT3: Pixel-based Table-To-Text Generation](https://aclanthology.org/2024.acl-long.364/).
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We release PixT3 model checkpoints for the TControl, LControl, and OpenE settings as well as
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ToTTo, Controlled Logic2Text, and SLC pretraining datasets alongside their corresponding rendered tables
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for each setting. This repository also contains the code to train and evaluate these models.
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## Datasets
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Download the ready-to-use datasets in _Files and versions_.
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## Model checkpoints
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Download model checkpoints in _Files and versions_.
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Model names:
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- **PixT3 (TControl):** `pixt3_tcontrol`
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- **PixT3 (LControl):** `pixt3_lcontrol`
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- **PixT3 (OpenE):** `pixt3_opene`
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- **PixT3 (SLC):** `pixt3_slc` This is the model pretrained with the Structure Learning Curriculum. It mainly serves as initialization checkpoint for PixT3 (LControl) and PixT3 (OpenE).
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## Reference
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If you find this project useful, please cite it using the following format
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```
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@inproceedings{alonso-etal-2024-pixt3,
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title = "{P}ix{T}3: Pixel-based Table-To-Text Generation",
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author = "Alonso, I{\~n}igo and
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Agirre, Eneko and
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Lapata, Mirella",
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editor = "Ku, Lun-Wei and
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Martins, Andre and
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Srikumar, Vivek",
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booktitle = "Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
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month = aug,
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year = "2024",
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address = "Bangkok, Thailand",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2024.acl-long.364",
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pages = "6721--6736",
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}
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```
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