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ChemBERTa

Community · 2020 · Science/Chemistry · Open-source/community

ChemBERTa floppy-disk dossier card

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A to Z

A · App
No
B · Built By
Community
C · CEO & Politics
[UNKNOWN]
D · Date
2020
E · Expertise
Intermediate+
F · Free Tier
Yes
G · Generates
Text only
H · Deployment
Cloud + Local (open weights)
I · Inputs
Text
J · Jurisdiction
Open-source/community
K · Key Staffers
Seyone Chithrananda (Lead author), Gabriel Grand (Co-author), Bharath Ramsundar (Senior author)
L · Languages
English-primary
M · Model Type
Science/Chemistry
N · Safety Issues
None reported
O · Open Source
Yes — open weights
P · Pricing
Free (open weights/code)
Q · AIDb Rating
[UNKNOWN]
R · What Makes It Special
ChemBERTa (2020), a RoBERTa-style transformer from Seyone Chithrananda, Gabriel Grand and Bharath Ramsundar pre-trained as a masked language model on SMILES chemical strings and then fine-tuned to predict molecular properties; one of the first systematic tests of transformers on this task, it scaled well with pre-training data, gave competitive MoleculeNet results and attention maps of important substructures, and came with a 77M-SMILES PubChem pre-training set.
S · Stock / Status
Research / open-source project
T · Training Cutoff
[UNKNOWN]
U · Users
[UNKNOWN]
V · Voice Chat
No
W · Weights
Downloadable
X · X Handle
[UNKNOWN]
Y · Year Founded
[UNKNOWN]
Z · Bottom Line
Open-weights Science/Chemistry from Community, released 2020.

Data completeness 77% · Last verified 2026-05-12 · Primary source ↗

Cite this

“ChemBERTa.” AIDb — The AI Database. Verified 2026-05-12. https://theaidatabase.com/m/chemberta.html

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