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Highland News issue: 2031
1
8
1
Saturday 02/09/1922
1922
Highland News, Limited
Inverness
https://view.nls.uk/manifest/2437/3296/243732960/manifest.json
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1,536
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2
8
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Saturday 02/09/1922
1922
Highland News, Limited
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Highland News issue: 2031
3
8
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Saturday 02/09/1922
1922
Highland News, Limited
Inverness
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[{"model_id": "rednote-hilab/dots.ocr", "column_name": "markdown", "timestamp": "2026-02-23T16:07:48.418352", "prompt_mode": "layout-only"}]

Document OCR using dots.ocr

This dataset contains OCR results from images in davanstrien/nls-highland-news-sample-small using DoTS.ocr, a compact 1.7B multilingual model.

Processing Details

Configuration

  • Image Column: image
  • Output Column: markdown
  • Dataset Split: train
  • Batch Size: 16
  • Prompt Mode: layout-only
  • Max Model Length: 16,384 tokens
  • Max Output Tokens: 16,384
  • GPU Memory Utilization: 80.0%

Model Information

DoTS.ocr is a compact 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
  • 🎯 Compact - Only 1.7B parameters

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 script:

uv run https://huggingface.co/datasets/uv-scripts/ocr/raw/main/dots-ocr.py \
    davanstrien/nls-highland-news-sample-small \
    <output-dataset> \
    --image-column image \
    --batch-size 16 \
    --prompt-mode layout-only \
    --max-model-len 16384 \
    --max-tokens 16384 \
    --gpu-memory-utilization 0.8

Generated with 🤖 UV Scripts
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