SoMarkAI/OXR-1.0
AI model by SoMarkAI
From the publisher
Model card & documentation
Source previewRead the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.
SoMark|OXR An open-source document parsing model with SOTA accuracy and speed, using an RSI loop during post-training. Turn documents into Agent-Friendly data. 🌐 Online Demo | 🔥 🆓 Free API [](https://github.com/SoMarkAI/OXR) [](https://huggingface.co/SoMarkAI/OXR-1.0) [](https://modelscope.cn/models/SoMark/OXR-1.0) English · 简体中文 OXR (Optical Everything Recognition) is an open-source model from the SoMark team. It turns PDFs and document images into Agent-Friendly data in Markdown or JSON, with layout coordinates included. Pretrained from scratch, OXR uses a recursive self-improvement (RSI) loop during post-training—a first in document parsing. With just 1.3B parameters, OXR ranks #1 on olmOCR-Bench, OmniDocBench, and DocParsingBench while delivering industry-leading parsing speed. OXR is the first to make its layout analysis module independent and pluggable. This design accelerates parsing and supports replacing the built-in layout model with a custom one. OXR continues to handle content recognition and reading order, enabling adaptation across diverse scenarios with minimal integration effort. Expand to see all 13 element…
Read the full model card ↗ · Preview checked 2026-10-31T04:25:09.017Z
Inside the original model card — Document outline
- Why OXR?
- Parsing Examples
- How it works
- Technical Architecture
- Improvement Through the RSI Loop
- Quick Start
- 0. 🔥 🆓 Free API
- 1. Run Locally
- 1.1 Download the Code and Models
- 1.2 Start the Services
- 1.2.1 Run with Docker (Recommended)
- 1.2.2 Run from Source
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Model overview
SoMarkAI/OXR-1.0 is a task-unspecified model repository published by SoMarkAI on Hugging Face. A library was not reported.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- Not reported
- Library
- Not reported
- Recent downloads (30 days)
- 3,180
- Cumulative likes
- 136
- Hugging Face trending score
- 75
- Reported safetensors parameters
- 1,534,378,216
- Architecture
- OXR
- License
- Not reported — check the model card
- Access
- Not gated by Hugging Face
- Created
- 2026-10-02T13:30:18.000Z
- Last modified
- 2026-10-24T15:59:48.000Z
Compatibility and lineage
Language coverage was not reported.
Base-model lineage was not included.
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-11-01T06:49:30.141Z. Daily imports are snapshots, not real-time monitoring.
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