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Transformers v5.21.0 Adds OCR, MoE, Vision and TTS Models

AI summary

Transformers v5.21.0 adds support for OpenBMB’s MiniCPM-OCR document-understanding model, Recursive’s Flint mixture-of-experts language model, UltraVBert for visual document understanding and retrieval, Gradium Phonon TTS and Kyutai’s Pocket TTS. The release notes describe MiniCPM-OCR as specialized for text-dense images such as scanned pages, screenshots, receipts and tables. Quantization changes address DeepSeek-V4.1’s FP4 experts and prevent TimesFM 2.5 from casting float inputs to integer weight dtypes when loaded with 4-bit or 8-bit quantization. The release also includes bug fixes and infrastructure updates.

In-depth insight

The release expands the model families available in Transformers across document understanding, language, visual retrieval and speech, while also changing quantization support for DeepSeek-V4.1 and TimesFM 2.5.

Release v5.21.0

New Model additions

MiniCPM-OCR

MiniCPM-OCR is a document-understanding model from OpenBMB's MiniCPM-V family. It keeps the MiniCPM-V 4.6 architecture, which pairs a SigLIP vision encoder and a window-attention merger with a Qwen3.5 language model. It is specialized for reading text-dense images such as scanned pages, screenshots, receipts and tables.

Links: Documentation | Paper

#Transformers#MiniCPM-OCR#OpenBMB#Flint#Recursive#UltraVBERT#Gradium Phonon TTS#Pocket TTS#Kyutai#DeepSeek-V4.1#TimesFM 2.5

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