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license: mit
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---
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license: mit
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language:
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- en
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# Multitask Text and Chemistry T5
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Multitask Text and Chemistry T5 : a multi-domain, multi-task language model to solve a wide range of tasks in both the chemical and natural language domains. Published by [Christofidellis et al.](https://arxiv.org/pdf/2301.12586.pdf)
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**Model Details**: The Multitask Text and Chemistry T5 variant trained using <em>t5-base</em> as its pretrained based and the <em>standard dataset</em>.
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**Developers**: Dimitrios Christofidellis*, Giorgio Giannone*, Jannis Born, Teodoro Laino and Matteo Manica from IBM Research and Ole Winther from Technical University of Denmark.
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**Distributors**: Model natively integrated into GT4SD.
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**Model date**: 2023.
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**Model type**: A Transformer-based language model that is trained on a multi-domain and a multi-task dataset by aggregating available datasets
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for the tasks of Forward reaction prediction, Retrosynthesis, Molecular captioning, Text-conditional de novo generation and Paragraph to actions.
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**Information about training algorithms, parameters, fairness constraints or other applied approaches, and features**:
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N.A.
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**Paper or other resource for more information**:
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The Multitask Text and Chemistry T5 [Christofidellis et al.](https://arxiv.org/pdf/2301.12586.pdf)
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**License**: MIT
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**Where to send questions or comments about the model**: Open an issue on [GT4SD repository](https://github.com/GT4SD/gt4sd-core).
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## Citation
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```bib
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@article{christofidellis2023unifying,
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title={Unifying Molecular and Textual Representations via Multi-task Language Modelling},
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author={Christofidellis, Dimitrios and Giannone, Giorgio and Born, Jannis and Winther, Ole and Laino, Teodoro and Manica, Matteo},
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journal={arXiv preprint arXiv:2301.12586},
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year={2023}
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}
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```
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*equal contribution
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