Is Ling-3.0-flash-Sante state of the art?Pending benchmarks.Announced Oct 22, 2026; no independent results yet.
Ant Ling's healthcare model from Ant Group's InclusionAI, built on Ling-3.0-flash: a mixture-of-experts model with 124B total and 5.1B active parameters, trained to 256K tokens of context, for medical reasoning, healthcare research, deep research, multi-agent workflows and tool use. Open weights on Hugging Face and ModelScope under the MIT license. The lab calls it a research model, not a medical device.
The details so far
- Lab
- Ant Ling (InclusionAI, Ant Group)
- Announced
- Oct 22, 2026
- API
- Not yet
- Open weights
- Published
- Parameters
- 124B total / 5.1B active
- Base model
- Ling-3.0-flash (model card)
- Focus
- Healthcare: medical reasoning, healthcare research, deep research, multi-agent collaboration and tool use
- Architecture
- Hybrid-linear MoE: Kimi Delta Attention, gated MLA and sparse MoE layers (model card)
- Context
- 256K tokens (training length, model card)
- Weights
- Hugging Face and ModelScope (inclusionAI/Ling-3.0-flash-Sante)
- License
- MIT
- Intended use
- Research model, not a medical device (model card)
- API
- None announced
Tags marked unsure are not stated on the lab's own pages.
What would let us call it
Verdicts use only independent boards we already track. Two consecutive snapshots are required before any crown.
- Publicly announced with a source
- Usable by the public (API or weights)
- Listed on an independent board we track
- Enough results for a rank in a category
- Holds across two snapshots (crowns only)
What the lab claims
Self-reported. Shown for context; not used in any verdict.
Lab claim: 54.3 on HealthBench Professional, the top score among similarly sized models in the lab's comparison chart.
Lab claim: leading performance among similarly sized models on professional healthcare tasks and complex medical reasoning.
Sources
REPOLing-3.0-flash-Sante model card on Hugging Facehuggingface.co/inclusionAI/Ling-3.0-flash-Sante · Oct 22, 2026LABAnt Ling announcement on Xx.com/AntLingAGI/status/2113293431435149349 · Oct 22, 2026LABInclusionAI announcement on Xx.com/TheInclusionAI/status/2113296192125952504 · Oct 22, 2026Tracking continues until an independent board lists it.