Ovis2.6-30B-A3B represents an evolution in the Ovis series of Multimodal Large Language Models (MLLM).

Key Features

Building on Ovis2.5, Ovis2.6 introduces a Mixture-of-Experts (MoE) architecture for the underlying language model (LLM). This upgrade promises superior performance in the multimodal domain, while reducing management costs.

The model aims to significantly improve the handling of extended contexts, the understanding of high-resolution images, visual reasoning through active image analysis, and the ability to comprehend information-rich documents.

Although no direct comparisons have been made with models such as GLM 4.7 Flash, Ovis2.6-30B-A3B positions itself as a benchmark model for computer vision in its size range (30B-A3B).