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Mini toolsdots.ocr
dots.ocr is a single vision-language model that jointly learns layout detection, text recognition, tables, formulas and reading order instead of using multi stage OCR pipelines. Built on a compact 1.7B LLM, it reaches SOTA on OmniDocBench and strong performance on multilingual internal benchmarks, supporting over 100 languages. The project also introduces XDocParse, a 126 language benchmark where dots.ocr sets a strong baseline, showing that a unified VLM can rival or beat specialized detectors.
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Gen 7
Overview
dots.ocr is a 1.7B parameter vision-language model for multilingual document layout parsing, unifying layout detection, OCR and reading order in one model, and achieving state-of-the-art results on OmniDocBench.
About Rednote HiLab
rednote (Xiaohongshu) is a Chinese social commerce platform where users share lifestyle content through photos, videos, and live streams, discover products, and make purchases. It operates as a hybrid social network and e-commerce hub serving over 350 million monthly active users, primarily in China.
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Last updated: April 6, 2026
