AION
Open-source releaseMultimodal Models · Image, Video & 3D Generation · Robotics & Embodied AI1 source · Jun 3, 2026

huggingface/transformers v5.10.1: Release v5.10.1

Sorry everyone, this happens when we rush a release!!!

Key points

  • Gemma 4 12B Unified is an encoder-free multimodal model with pretrained and instruction-tuned variants.
  • Unlike [standard Gemma 4](./gemma4), which uses dedicated encoder towers, Gemma 4 12B Unified projects raw inputs directly into the language model's embedding space through lightweight linear pipelines.
  • Key differences from standard Gemma 4:
  • Sapiens2 is a family of high-resolution vision transformers pretrained on ~1 billion curated human images, designed for human-centric computer vision tasks including pose estimation, body-part segmentation, surface normal estimation, and pointmap estimation.

Sources (1)

  • [1]huggingface/transformers v5.10.1: Release v5.10.1
    GitHub: huggingface/transformers · Jun 3, 03:37 PM
    Sorry everyone, this happens when we rush a release!!!
    Gemma 4 12B Unified is an **encoder-free** multimodal model with pretrained and instruction-tuned variants.

Extractive summary: sentences quoted from the sources.