XiaomiMiMo 7B

MiMo 7B Base

MiMo 7B Base was trained from scratch, with reasoning treated as a pretraining objective rather than added only after pretraining. It is the starting point for Xiaomi's original SFT and RL releases.

Research release

Multi-token prediction is part of the training

The card describes multi-token prediction as an additional objective. The release also publishes separate post-training paths from this base checkpoint.MiMo-7B-Base official model card

The MiMo-7B-MTPs repository supplies two additional pretrained prediction layers under MIT. Xiaomi says its released 7B models each use one prediction layer. The authors had not evaluated the post-trained models with both additional layers, so their presence is not evidence of a verified speed improvement.Additional pretrained MiMo 7B prediction layers

Use the base to isolate a training change

Practical guidance. Choose this checkpoint when comparing two adaptation methods from the same starting point. For a user-facing assistant, instruction following must be evaluated separately. A base model's continuation ability is not a chat-product contract.

Specifications & access

MiMo 7B Base specifications
DetailValue and conditions
StatusResearch release
AccessDownloadable
Model identifiersMiMo-7B-Base
Pretraining dataAbout 25 trillion tokens, using a three-stage data mixture.MiMo-7B-Base official model card
LicenceMIT.MiMo-7B-Base official model card

Related models

  • A MiMo 7B reasoning checkpoint trained with reinforcement learning directly from the base model.

    Launch date not confirmedResearch releaseDownloadable
  • A supervised instruction-tuned MiMo 7B checkpoint used before reinforcement learning.

    Launch date not confirmedResearch releaseDownloadable