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Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
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BERTology of Molecular Property Prediction (Cross-validated Hyperparameter Search: Tiny-BERT, Part 1)

Authors: Mostafanejad, Mohammad; Saxe, Paul; Crawford, T. Daniel;

BERTology of Molecular Property Prediction (Cross-validated Hyperparameter Search: Tiny-BERT, Part 1)

Abstract

Cross-validated Hyperparameter Search Tiny-BERT (Part 1) This record pertains to Cross-validated Hyperparameter Search Experiments involving Tiny-BERT. It includes the following files: HLM-fold0-tiny-binidx-0-ms-1234-ds-1234.tar.gz HLM-fold1-tiny-binidx-0-ms-1234-ds-1234.tar.gz HLM-fold2-tiny-binidx-0-ms-1234-ds-1234.tar.gz hPPB-fold0-tiny-binidx-0-ms-1234-ds-1234.tar.gz hPPB-fold1-tiny-binidx-0-ms-1234-ds-1234.tar.gz hPPB-fold2-tiny-binidx-0-ms-1234-ds-1234.tar.gz SOL-fold0-tiny-binidx-0-ms-1234-ds-1234.tar.gz SOL-fold1-tiny-binidx-0-ms-1234-ds-1234.tar.gz SOL-fold2-tiny-binidx-0-ms-1234-ds-1234.tar.gz HLM-fold0-tiny-binidx-3-ms-1234-ds-1234.tar.gz HLM-fold1-tiny-binidx-3-ms-1234-ds-1234.tar.gz HLM-fold2-tiny-binidx-3-ms-1234-ds-1234.tar.gz hPPB-fold0-tiny-binidx-3-ms-1234-ds-1234.tar.gz hPPB-fold1-tiny-binidx-3-ms-1234-ds-1234.tar.gz hPPB-fold2-tiny-binidx-3-ms-1234-ds-1234.tar.gz SOL-fold0-tiny-binidx-3-ms-1234-ds-1234.tar.gz SOL-fold1-tiny-binidx-3-ms-1234-ds-1234.tar.gz SOL-fold2-tiny-binidx-3-ms-1234-ds-1234.tar.gz HLM-fold0-tiny-binidx-5-ms-1234-ds-1234.tar.gz HLM-fold1-tiny-binidx-5-ms-1234-ds-1234.tar.gz HLM-fold2-tiny-binidx-5-ms-1234-ds-1234.tar.gz hPPB-fold0-tiny-binidx-5-ms-1234-ds-1234.tar.gz hPPB-fold1-tiny-binidx-5-ms-1234-ds-1234.tar.gz hPPB-fold2-tiny-binidx-5-ms-1234-ds-1234.tar.gz SOL-fold0-tiny-binidx-5-ms-1234-ds-1234.tar.gz SOL-fold1-tiny-binidx-5-ms-1234-ds-1234.tar.gz SOL-fold2-tiny-binidx-5-ms-1234-ds-1234.tar.gz NOTE: The hyperparameter search and finetuning scripts are based on Biogen's codebases. As a result, the program design and many software development choices were not based on our own preferences or recommended best practices. Preprint: https://doi.org/10.48550/arXiv.2603.13627

Related Organizations
Keywords

Masked language modeling, Molecular property prediction, ADME, Pretraining, Finetuning, Chemical language models, BERT

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average