Is there a demo of "Multitask Text and Chemistry T5"?

[hkqiu]

Is there a demo of "Multitask Text and Chemistry T5"? Including the demo of training data for fine-tuning, the demo of inference.

Best regards.

[jannisborn]

Hi @HKQiu, Thanks for your interest!

• There's a gradio demo where you can perform inference in the browser: https://huggingface.co/spaces/GT4SD/multitask-text-and-chemistry-t5
• The source code for the model is here: https://github.com/GT4SD/multitask_text_and_chemistry_t5 There's an example of training/finetuning the model which uses GT4SD via the gt4sd-trainer command.

Hope this helps, let me know?

[hkqiu]

Thanks for help! Have a nice day!

[zw-SIMM]

I see, t5-small(finetuned) achieved 0.95 BLEU score in the paragraph2action task, can you provide more details?

[jannisborn]

The paragraph2actions task has been originally described in this paper: https://www.nature.com/articles/s41467-020-17266-6

[zw-SIMM]

The paragraph2actions task has been originally described in this paper: https://www.nature.com/articles/s41467-020-17266-6

Thanks, I knew the paper. I mean the training details of your work to achieve 0.95 BLEU. It's so fascinating!

[jannisborn]

Thanks :) The training process is detailed here: https://github.com/GT4SD/multitask_text_and_chemistry_t5/tree/main#model-training

Note that it only includes a small subset of the data we used, however, the formatting of the sample data is exactly as you need it