XiaomiMiMo / MiMo-V2.6-Distill-Qwen-9B

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Introduction of MiMo-V2.6-Distill-Qwen-9B

Model Details of MiMo-V2.6-Distill-Qwen-9B

MiMo-V2.6-Distill-Qwen-9B

MiMo-V2.6-Distill-Qwen-9B is a 9B agentic model developed by Xiaomi MiMo through supervised fine-tuning of Qwen3.5-9B on MiMo-generated data. It covers coding, general-purpose agent tasks, visual coding, and cybersecurity. We release this SFT checkpoint as a starting point for open research in agentic reinforcement learning.

Evaluation

Results for the released SFT checkpoint, as reported in the MiMo-V2.6 technical report.

Domain Benchmark Metric Qwen3.5-9B MiMo-V2.6-Distill-Qwen-9B (SFT)
Code SWE Verified avg@3 60.0 61.1
Code SWE Pro avg@3 32.0 44.6
Code MiMo Code (mini)† avg@3 19.5 51.6
Cyber MiMo Cyber (mini)† avg@3 5.7 31.3
General AutomationBench v1.0.6 avg@1 5.0 30.3
General Terminal Bench 2.1 avg@1 27.0 37.1
General Toolathlon-Verified avg@1 25.9 35.2
General OfficeQA avg@1 9.0 19.5
General JobBench avg@1 2.6 18.3
General MiMo General (mini)† avg@1 28.5 62.2
Visual MiMo Visual Coding (mini)† avg@1 61.7 64.0

† Internal evaluation sets.

Training Data

The weighted SFT data mixture contains 77.4B total tokens, including 27.2B loss-bearing tokens.

Domain Total tokens (B) Token share (%) Loss-bearing tokens (B)
Code 23.2 29.9 7.3
Cyber 11.0 14.2 4.8
General 22.0 28.5 5.7
Visual 21.2 27.4 9.4
Total 77.4 100.0 27.2
Quickstart

For text generation, use a recent SGLang build with Qwen3.5 support. The checkpoint includes its tokenizer and MiMo v2.6 chat template.

sglang serve \
  --model-path XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B \
  --reasoning-parser mimo \
  --host 0.0.0.0 \
  --port 30000

Query the endpoint with thinking explicitly enabled:

from openai import OpenAI

client = OpenAI(
    base_url="http://localhost:30000/v1",
    api_key="EMPTY",
)

response = client.chat.completions.create(
    model="XiaomiMiMo/MiMo-V2.6-Distill-Qwen-9B",
    messages=[
        {"role": "user", "content": "What is 15% of 240?"}
    ],
    max_tokens=2048,
    extra_body={"chat_template_kwargs": {"enable_thinking": True}},
)

message = response.choices[0].message
print("Thinking:", getattr(message, "reasoning_content", "") or "")
print("Answer:", message.content or "")
Citation
@misc{mimo2026v26,
  title={MiMo-V2.6: Scaling Reinforcement Learning Towards Self-Improvement},
  author={{Xiaomi MiMo Team}},
  year={2026},
  howpublished={\url{https://huggingface.co/XiaomiMiMo/MiMo-V2.6-Pro-RL}},
}

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30-day runs

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