A full-parameter SFT of the
Qwen3ForCausalLM
Intern-S1-mini language backbone
(
jiosephlee/Intern-S1-mini-lm
) for
binary assay-transfer prediction
on
small molecules. Given a molecule (SMILES) and a paired-choice prompt, the model
answers with
(A)
or
(B)
.
The model uses the Intern SMILES-aware tokenizer, so load with
trust_remote_code=True
.
Training
Base model:
jiosephlee/Intern-S1-mini-lm
(Qwen3ForCausalLM, vocab 153216)
Chat template:
enabled, thinking disabled; completions are
(A)
/
(B)
LR:
2e-5 base, with SMILES input-embedding rows trained at 1.5x
Max length:
4096, 1 epoch
This checkpoint is the best-validation snapshot (step 50), promoted by the
assay-transfer callback on binary macro-F1.
Validation metrics (source_value split, n=1703)
Metric
Value
Binary macro-F1
0.6612
Binary accuracy
0.7046
Parse rate
1.00
assay_concept group-avg macro-F1
0.6321
tanimoto_bucket group-avg macro-F1
0.6316
Per-assay macro-F1: Fa 0.532, Fg 0.593, Fh 0.704, oral_bioavailability 0.600,
oral_exposure 0.732. Per-Tanimoto-bucket macro-F1: high 0.664, low 0.600.
Usage
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("jiosephlee/assay-transfer-tool", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("jiosephlee/assay-transfer-tool", torch_dtype="bfloat16")
Runs of jiosephlee assay-transfer-tool on huggingface.co
50
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
-373
30-day runs
More Information About assay-transfer-tool huggingface.co Model
assay-transfer-tool huggingface.co is an AI model on huggingface.co that provides assay-transfer-tool's model effect (), which can be used instantly with this jiosephlee assay-transfer-tool model. huggingface.co supports a free trial of the assay-transfer-tool model, and also provides paid use of the assay-transfer-tool. Support call assay-transfer-tool model through api, including Node.js, Python, http.
assay-transfer-tool huggingface.co is an online trial and call api platform, which integrates assay-transfer-tool's modeling effects, including api services, and provides a free online trial of assay-transfer-tool, you can try assay-transfer-tool online for free by clicking the link below.
jiosephlee assay-transfer-tool online free url in huggingface.co:
assay-transfer-tool is an open source model from GitHub that offers a free installation service, and any user can find assay-transfer-tool on GitHub to install. At the same time, huggingface.co provides the effect of assay-transfer-tool install, users can directly use assay-transfer-tool installed effect in huggingface.co for debugging and trial. It also supports api for free installation.
assay-transfer-tool install url in huggingface.co: