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ReactXT: Understanding Molecular “Reaction-ship” via Reaction-Contextualized Molecule-Text Pretraining
Comparison to previous molecule-text generative modeling methods
Framework of ReactXT
Requirements
Our environment is detailed in environment.yml
. To create a new environment reactxt
, run the following command:
conda env create -f environment.yml
Reproduce the results
Reaction-Contextualized Molecule-Text Pretraining
bash scripts/run_pretrain.sh
Finetuning on downstream tasks
- Experimental Procedure Prediction on OpenExp
bash scripts/run_action.sh
- Molecule Captioning on PubChem324k and CheBI-20
bash scripts/run_caption.sh
bash scripts/run_chebi.sh
- Retro-synthesis Prediction on USPTO-50k
bash scripts/run_retro.sh