evolva-molecular-slm

Evolva Molecular SLM

Evolva is a genetic-validated drug discovery platform powered by a Small Language Model (SLM) trained on curated molecular datasets. It predicts pIC50 values, validates drug targets, synthesizes reaction routes, and identifies patent workarounds.

Model Description

The Evolva Molecular SLM is a domain-specific language model fine-tuned on:

• ChEMBL bioactivity data (pIC50 values)
• SMILES molecular representations
• Target-ligand interaction data
• Reaction pathway databases

Capabilities

Usage

from huggingface_hub import hf_hub_download

# Model will be available after Sprint 46 training completes
model_path = hf_hub_download(
    repo_id="Pippinlitli/evolva-molecular-slm",
    filename="model.gguf"
)

Inference API

Live predictions available at: https://huggingface.co/spaces/Pippinlitli/evolva-inference

Demo UI

Interactive Gradio demo: https://huggingface.co/spaces/Pippinlitli/evolva-frontend

Status

Note: The model.gguf file will be uploaded after Sprint 46 training completes. The inference API currently returns a graceful error message until the model is available.

Citation

@misc{evolva2026,
  title={Evolva: Genetic-Validated Drug Discovery via Molecular SLM},
  author={Gudmundur Eyberg Kristjansson},
  year={2026},
  url={https://huggingface.co/Pippinlitli/evolva-molecular-slm}
}

License

Apache 2.0