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Zyphra · v2 · vl · 3× · last seen Jun 29, 2026

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Momentum

Zamba2-VL is a language model by Zyphra released under the Apache 2.0 license. The model extends hybrid architectural ideas that combine SSM (State Space Models) and Transformer approaches.

Momentum trend
19.05.17.08.

Features

Key Benchmark (%)PixMoCount: 62.5 (1.2B model); DocVQA: 90.9 (2.7B model)
LicenseApache 2.0
MultimodalityVision-language: single- and multi-image understanding, visual grounding, OCR, document/chart understanding, visual counting
PlatformOpen weights on Hugging Face (Zyphra/Zamba2-VL-1.2B/2.7B/7B), inference code on GitHub
Release DateJune 10, 2026 (announcement), preprint May 29, 2026

More products in this category: Multimodal Models

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