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OvisOCR2 F32 GGUF

> OvisOCR2, developed by the ATH-MaaS team, is a compact 0.8B vision-language model for end-to-end page-level document parsing, built by post-training Qwen3.5-0.8B to directly convert document images into structured...

TipoModeloModelo baseATH-MaaS/OvisOCR2VersiónRevision da14f83Bcalidad

Fuente del modelo

Tipo
Modelo
Tamaño del archivo
111 MB–2,81 GB
Modelo base
ATH-MaaS/OvisOCR2
Versión
vRevision da14f83
Actualizado
30 oct 2026
Descargas
738
Fuente
Hugging Face

Descripción de la fuente

OvisOCR2-F32-GGUF

OvisOCR2, developed by the ATH-MaaS team, is a compact 0.8B vision-language model for end-to-end page-level document parsing, built by post-training Qwen3.5-0.8B to directly convert document images into structured Markdown while preserving the natural reading order. It accurately extracts plain text, complex tables (as HTML), mathematical formulas (as LaTeX), and visual regions, making it suitable for OCR, document understanding, and digitization workflows. Despite its small size, OvisOCR2 achieves state-of-the-art performance with an overall score of 96.58 on OmniDocBench v1.6, becoming the first end-to-end model to surpass traditional pipeline-based approaches on the benchmark, while also leading PureDocBench with an Avg3 score of 75.06. Trained using a combination of real-world and synthetic data with a multi-stage recipe incorporating Supervised Fine-Tuning (SFT), Reinforcement Learning (RL), and On-Policy Distillation (OPD), OvisOCR2 delivers high-quality document parsing with a lightweight deployment footprint and native support for efficient inference through vLLM.

Model Files

File NameQuant TypeFile SizeFile Link
OvisOCR2.BF16.ggufBF161.52 GBDownload
OvisOCR2.F16.ggufF161.52 GBDownload
OvisOCR2.F32.ggufF323.02 GBDownload
OvisOCR2.Q3_K_L.ggufQ3_K_L491 MBDownload
OvisOCR2.Q3_K_M.ggufQ3_K_M466 MBDownload
OvisOCR2.Q3_K_S.ggufQ3_K_S435 MBDownload
OvisOCR2.Q4_K_M.ggufQ4_K_M529 MBDownload
OvisOCR2.Q4_K_S.ggufQ4_K_S505 MBDownload
OvisOCR2.Q5_K_M.ggufQ5_K_M578 MBDownload
OvisOCR2.Q5_K_S.ggufQ5_K_S564 MBDownload
OvisOCR2.Q8_0.ggufQ8_0812 MBDownload
OvisOCR2.mmproj-bf16.ggufmmproj-bf16207 MBDownload
OvisOCR2.mmproj-f16.ggufmmproj-f16207 MBDownload
OvisOCR2.mmproj-q8_0.ggufmmproj-q8_0116 MBDownload

llama.cpp

LLM inference in C/C++ — https://github.com/ggml-org/llama.cpp

Fuentes

1 fuente
Hugging FacePrincipalVersión da14f8347ed2746451b8d9b06ce7dbad4a1f83c0
huggingface.co/prithivMLmods/OvisOCR2-F32-GGUF/tree/da14f8347ed2746451b8d9b06ce7dbad4a1f83c0

Verificado 30 oct

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Artefactos del modelo

14 artefactos

OvisOCR2.BF16.gguf

gguf · 1,41 GB · SHA-256 ae622eb8c0b5…556a · Hugging Face

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OvisOCR2.F16.gguf

gguf · 1,41 GB · SHA-256 81ffef5d0e7c…5563 · Hugging Face

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OvisOCR2.F32.gguf

gguf · 2,81 GB · SHA-256 e426cfb3313a…5d7c · Hugging Face

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OvisOCR2.mmproj-bf16.gguf

gguf · 198 MB · SHA-256 842015fc8bb0…30a1 · Hugging Face

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OvisOCR2.mmproj-f16.gguf

gguf · 198 MB · SHA-256 842015fc8bb0…30a1 · Hugging Face

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OvisOCR2.mmproj-q8_0.gguf

gguf · 111 MB · SHA-256 82ad7df9e27f…f59c · Hugging Face

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OvisOCR2.Q3_K_L.gguf

gguf · 469 MB · SHA-256 5b2f00260bb9…9b1a · Hugging Face

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OvisOCR2.Q3_K_M.gguf

gguf · 445 MB · SHA-256 37966e195ae9…069c · Hugging Face

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OvisOCR2.Q3_K_S.gguf

gguf · 415 MB · SHA-256 840fbf1f9f53…ccfa · Hugging Face

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OvisOCR2.Q4_K_M.gguf

gguf · 505 MB · SHA-256 b50261b57366…a143 · Hugging Face

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OvisOCR2.Q4_K_S.gguf

gguf · 482 MB · SHA-256 df21044080ae…e63f · Hugging Face

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OvisOCR2.Q5_K_M.gguf

gguf · 551 MB · SHA-256 8d46fa2fd095…4591 · Hugging Face

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OvisOCR2.Q5_K_S.gguf

gguf · 538 MB · SHA-256 ec03ad3d1298…5dfe · Hugging Face

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OvisOCR2.Q8_0.gguf

gguf · 774 MB · SHA-256 c2065d1e5b2f…3e03 · Hugging Face

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Extractos de fuentes

3 extractos

--- tags: - text-generation-inference - ocr - document-parsing - multimodal - markdown - tables - formulas - vllm - qwen3_5 license: apache-2.0 language: - en base_model: - ATH-MaaS/OvisOCR2 pipeline_tag: image-text-to-text library_name: transformers --- # **OvisOCR2-F32-GGUF** > **OvisOCR2**, developed by the **[ATH-MaaS](https://huggingface.co/ATH-MaaS)** team, is a compact **0.8B** vision-language model for **end-to-end page-level document parsing**, built by post-training **Qwen3.5-0.8B** to directly convert document images into structured **Markdown** while preserving the natural reading order. It accurately extracts plain text, complex tables (as HTML), mathematical formulas (as LaTeX), and visual regions, making it suitable for OCR, document understanding, and digitization workflows. Despite its small size, OvisOCR2 achieves **state-of-the-art performance** with an overall score of **96.58** on **OmniDocBench v1.6**, becoming the first end-to-end model to surpass traditional pipeline-based approaches on the benchmark, while also leading **PureDocBench** with an **Avg3 score of 75.06**. Trained using a combination of real-world and synthetic data with a multi-stage recipe incorporating **Supervised Fine-Tuning (SFT)**, **Reinforcement Learning (RL)**, and **On-Policy Distillation (OPD)**, OvisOCR2 delivers high-quality document parsing with a lightweight deployment footprint and native support for efficient inference through **vLLM**. ## Model Files File Name | Quant Type | File Size | File Link | |-----------|------------|-----------|-----------| | OvisOCR2.BF16.gguf | BF16 | 1.52 GB | [Download](https://huggingface.co/prithivMLmods/OvisOCR2-F32-GGUF/blob/main/OvisOCR2.BF16.gguf) | | OvisOCR2.F16.gguf | F16 | 1.52 GB | [Download](https://huggingface.co/prithivMLmods/OvisOCR2-F32-GGUF/blob/main/OvisOCR2.F16.gguf) | | OvisOCR2.F32.gguf | F32 | 3.02 GB | [Download](https://huggingface.co/prithivMLmods/OvisOCR2-F32-GGUF/blob/main/OvisOCR2.F32.gguf) | | OvisOCR2.Q3_K_L.gguf | Q3_K_L | 491 MB | [Download](https://huggingface.co/prithivMLmods/OvisOCR2-F32-GGUF/blob/main/OvisOCR2.Q3_K_L.gguf) | | OvisOCR2.Q3_K_M.gguf | Q3_K_M | 466 MB | [Download](https://huggingface.co/prithivMLmods/OvisOCR2-F32-GGUF/blob/main/OvisOCR2.Q3_K_M.gguf) | | OvisOCR2.Q3_K_S.gguf | Q3_K_S | 435 MB | [Download](https://huggingface.co/prithivMLmods/OvisOCR2-F32-GGUF/bl...

Source context: 738 downloads · 4 likes · Pipeline image-text-to-text · Library transformers · Repo prithivMLmods/OvisOCR2-F32-GGUF

Source context: 3689 downloads · 3 likes · Pipeline image-text-to-text · Library transformers · Repo prithivMLmods/OvisOCR2-F32-GGUF