inclusionAI (Ant Group) · Medical LLM

Ling-3.0-flash-Sante

A healthcare-specialised version of inclusionAI's Ling-3.0-flash, uploaded to Hugging Face on 19 October under the MIT licence. It is a hybrid-linear mixture-of-experts model (Kimi Delta Attention, gated MLA and sparse MoE) with 124B total and 5.1B active parameters per token, trained to 256K tokens of context. It targets medical reasoning, healthcare research, deep research and tool-assisted, multi-agent workflows, with thinking on by default. The card reports results on medical, safety, BrowseComp and tool-use benchmarks in a figure only. It is labelled a research model, not a medical device. Weights are also on ModelScope and it is listed on Vercel AI Gateway.