README.md

metadata

tags:
  - ocr
  - document-processing
  - dots-ocr-1.5
  - multilingual
  - markdown
  - uv-script
  - generated

Document OCR using dots.ocr-1.5

This dataset contains OCR results from images in davanstrien/ufo-ColPali using DoTS.ocr-1.5, a 3B multilingual model with SOTA document parsing.

Processing Details

• Source Dataset: davanstrien/ufo-ColPali
• Model: davanstrien/dots.ocr-1.5
• Number of Samples: 3
• Processing Time: 7.7 min
• Processing Date: 2026-03-14 17:05 UTC

Configuration

• Image Column: image
• Output Column: markdown
• Dataset Split: train
• Batch Size: 16
• Prompt Mode: layout-all
• Max Model Length: 24,000 tokens
• Max Output Tokens: 24,000
• GPU Memory Utilization: 90.0%

Model Information

DoTS.ocr-1.5 is a 3B multilingual document parsing model that excels at:

• 100+ Languages — Multilingual document support
• Table extraction — Structured data recognition
• Formulas — Mathematical notation preservation
• Layout-aware — Reading order and structure preservation
• Web screen parsing — Webpage layout analysis
• Scene text spotting — Text detection in natural scenes

Dataset Structure

The dataset contains all original columns plus:

• markdown: The extracted text in markdown format
• inference_info: JSON list tracking all OCR models applied to this dataset

Usage

from datasets import load_dataset
import json

# Load the dataset
dataset = load_dataset("{output_dataset_id}", split="train")

# Access the markdown text
for example in dataset:
    print(example["markdown"])
    break

# View all OCR models applied to this dataset
inference_info = json.loads(dataset[0]["inference_info"])
for info in inference_info:
    print(f"Column: {info['column_name']} - Model: {info['model_id']}")

Reproduction

This dataset was generated using the uv-scripts/ocr DoTS OCR 1.5 script:

uv run https://huggingface.co/datasets/uv-scripts/ocr/raw/main/dots-ocr-1.5.py \
    davanstrien/ufo-ColPali \
    <output-dataset> \
    --image-column image \
    --batch-size 16 \
    --prompt-mode layout-all \
    --max-model-len 24000 \
    --max-tokens 24000 \
    --gpu-memory-utilization 0.9

Generated with UV Scripts