{"id":"ling-3-0-flash-sante","slug":"ling-3-0-flash-sante","name":"Ling-3.0-flash-Sante","orgId":"inclusionai","family":"ling-3-0-flash-sante","releaseDate":null,"availability":"announced","openWeights":true,"license":null,"paramsTotal":null,"paramsSource":null,"contextWindow":null,"knowledgeCutoff":null,"modelCardUrl":"https://huggingface.co/inclusionAI/Ling-3.0-flash-Sante","hfRepo":null,"modalities":["text"],"aliases":["Ling-3.0-flash-Sante","ling-3.0-flash-sante","ling 3.0 flash sante","inclusionai/ling-3.0-flash-sante","ant ling sante"],"aliasNote":null,"origin":"tracked","tracked":{"trackedSince":"2026-10-22","announced":"2026-10-22","blurb":"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.","api":"none","openWeights":"yes","params":{"text":"124B total / 5.1B active","source":"Hugging Face model card"},"facts":[{"label":"Base model","value":"Ling-3.0-flash (model card)"},{"label":"Focus","value":"Healthcare: medical reasoning, healthcare research, deep research, multi-agent collaboration and tool use"},{"label":"Architecture","value":"Hybrid-linear MoE: Kimi Delta Attention, gated MLA and sparse MoE layers (model card)"},{"label":"Context","value":"256K tokens (training length, model card)"},{"label":"Weights","value":"Hugging Face and ModelScope (inclusionAI/Ling-3.0-flash-Sante)"},{"label":"License","value":"MIT"},{"label":"Intended use","value":"Research model, not a medical device (model card)"},{"label":"API","value":"None announced"}],"claims":["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":[{"kind":"repo","title":"Ling-3.0-flash-Sante model card on Hugging Face","url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-Sante","date":"2026-10-22"},{"kind":"lab","title":"Ant Ling announcement on X","url":"https://x.com/AntLingAGI/status/2113293431435149349","date":"2026-10-22"},{"kind":"lab","title":"InclusionAI announcement on X","url":"https://x.com/TheInclusionAI/status/2113296192125952504","date":"2026-10-22"}],"firstBenchmark":null},"organization":{"id":"inclusionai","name":"Ant Ling (InclusionAI, Ant Group)","slug":"inclusionai","country":null,"url":null,"color":"#11110F","mark":"A"},"price":null,"answer":{"word":"Pending benchmarks.","scope":"Announced Oct 22, 2026; no independent results yet.","lead":"As of Oct 22, 2026, Ling-3.0-flash-Sante is pending benchmarks on isitsota: announced Oct 22, 2026, with no independent results on the boards we track yet.","confidence":"low"},"status":"PENDING_BENCHMARKS","verdicts":[]}