What are the hardware requirements for Dots.ocr?

Dots.ocr requires approximately 6.1 GB of VRAM and supports a context window of 128K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Dots.ocr and how large is it?

Dots.ocr is developed by dots-studio, a model with 3b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate Dots.ocr?

Dots.ocr is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Dots.ocr by dots-studio — VRAM 6.1GB, 128K context

Name: Dots.ocr
Author: dots-studio

Dots.ocr is an open-source language model by dots-studio. Features: 3b LLM, VRAM: 6.1GB, Context: 128K, License: mit, LLM Explorer Score: 0.35.

Conversational Custom code Document-parse Dots ocr En Eval-results Formula Image-text-to-text Image-to-text Layout Multilingual Ocr Region:us Safetensors Sharded Table Tensorflow Zh

Model Card on HF 🤗: https://huggingface.co/dots-studio/dots.ocr

Dots.ocr Parameters and Internals

LLM Name	Dots.ocr
Repository 🤗	https://huggingface.co/dots-studio/dots.ocr
Model Size	3b
Required VRAM	6.1 GB
Updated	2026-08-09
Maintainer	dots-studio
Model Type	dots_ocr
Model Files	4.3 GB: 1-of-2 1.8 GB: 2-of-2
Supported Languages	en zh
Model Architecture	DotsOCRForCausalLM
License	mit
Context Length	131072
Model Max Length	131072
Transformers Version	4.51.0
Tokenizer Class	Qwen2Tokenizer
Padding Token	[PAD]
Vocabulary Size	151936
Torch Data Type	bfloat16
Errors	replace

Rank the Dots.ocr capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to Dots.ocr

Best Alternatives	Context / RAM	Downloads	Likes
Dots.mocr	128K / 6.1 GB	163983	158
Dots.mocr Bf16	128K / 6 GB	105	3
Dots.ocr Bf16	128K / 6 GB	200	4

Note: green Score (e.g. "73.2") means that the model is better than dots-studio/dots.ocr.