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6,519 | 8,572 | Highland News issue: 2031 | 5 | 8 | 5 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | [{"bbox": [914, 152, 2063, 193], "category": "Page-header"}, {"bbox": [2656, 167, 2685, 197], "category": "Page-header"}, {"bbox": [187, 242, 603, 286], "category": "Section-header"}, {"bbox": [385, 290, 586, 312], "category": "Text"}, {"bbox": [222, 352, 569, 395], "category": "Section-header"}, {"bbox": [236, 424, 554, 446], "category": "Text"}, {"bbox": [325, 452, 464, 473], "category": "Text"}, {"bbox": [222, 475, 591, 666], "category": "Table"}, {"bbox": [185, 694, 603, 740], "category": "Text"}, {"bbox": [183, 745, 603, 826], "category": "Text"}, {"bbox": [183, 834, 603, 918], "category": "Text"}, {"bbox": [183, 922, 603, 1002], "category": "Text"}, {"bbox": [183, 1007, 603, 1128], "category": "Text"}, {"bbox": [181, 1133, 601, 1254], "category": "Text"}, {"bbox": [177, 1264, 598, 1861], 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6,534 | 8,891 | Highland News issue: 596 | 3 | 4 | 3 | Saturday 09/03/1895 | 1895 | P. 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6,423 | 8,900 | Highland News issue: 599 | 1 | 4 | 1 | Saturday 30/03/1895 | 1895 | P. 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6,492 | 8,533 | Highland News issue: 2033 | 3 | 8 | 3 | Saturday 16/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732962/manifest.json | [{"bbox": [242, 246, 563, 394], "category": "Title"}, {"bbox": [238, 405, 567, 471], "category": "Text"}, {"bbox": [238, 484, 569, 627], "category": "Text"}, {"bbox": [238, 624, 569, 802], "category": "Text"}, {"bbox": [238, 802, 569, 847], "category": "Text"}, {"bbox": [240, 851, 571, 923], "category": "Text"}, {"bbox": [257, 991, 552, 1333], "category": "Picture"}, {"bbox": [318, 1333, 473, 1424], "category": "Title"}, {"bbox": [272, 1431, 515, 1474], "category": "Text"}, {"bbox": [272, 1476, 515, 1555], "category": "Text"}, {"bbox": [272, 1558, 515, 1619], "category": "Text"}, {"bbox": [272, 1622, 515, 1685], "category": "Text"}, {"bbox": [272, 1687, 515, 1768], "category": "Text"}, {"bbox": [252, 1771, 406, 1831], "category": "Text"}, {"bbox": [226, 1781, 556, 1953], "category": "Title"}, {"bbox": 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6,526 | 8,545 | Highland News issue: 2033 | 2 | 8 | 2 | Saturday 16/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732962/manifest.json | [{"bbox": [175, 207, 587, 574], "category": "Table"}, {"bbox": [175, 607, 582, 707], "category": "Title"}, {"bbox": [175, 719, 589, 903], "category": "Text"}, {"bbox": [282, 917, 492, 946], "category": "Caption"}, {"bbox": [177, 954, 591, 1638], "category": "Table"}, {"bbox": [294, 1639, 471, 1667], "category": "Caption"}, {"bbox": [177, 1675, 593, 2373], "category": "Table"}, {"bbox": [181, 2377, 572, 2415], "category": "Text"}, {"bbox": [181, 2411, 311, 2428], "category": "Text"}, {"bbox": [181, 2425, 551, 2445], "category": "Text"}, {"bbox": [181, 2442, 393, 2459], "category": "Text"}, {"bbox": [181, 2456, 596, 2532], "category": "Text"}, {"bbox": [181, 2529, 469, 2548], "category": "Text"}, {"bbox": [181, 2545, 596, 2591], "category": "Text"}, {"bbox": [181, 2588, 423, 2607], "category": "Text"}, 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6,514 | 8,554 | Highland News issue: 2031 | 8 | 8 | 8 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | [{"bbox": [161, 281, 576, 322], "category": "Title"}, {"bbox": [161, 341, 579, 611], "category": "Text"}, {"bbox": [161, 627, 579, 821], "category": "Text"}, {"bbox": [161, 835, 579, 933], "category": "Text"}, {"bbox": [161, 948, 579, 1160], "category": "Text"}, {"bbox": [161, 1176, 579, 1331], "category": "Text"}, {"bbox": [157, 1347, 575, 1713], "category": "Text"}, {"bbox": [157, 1727, 575, 2053], "category": "Text"}, {"bbox": [157, 2069, 575, 2473], "category": "Text"}, {"bbox": [157, 2489, 575, 2798], "category": "Text"}, {"bbox": [157, 2815, 575, 3046], "category": "Text"}, {"bbox": [157, 3068, 575, 3452], "category": "Text"}, {"bbox": [157, 3472, 575, 3735], "category": "Text"}, {"bbox": [590, 274, 1000, 298], "category": "Caption"}, {"bbox": [600, 321, 994, 891], "category": "Picture"}, 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6,300 | 8,812 | Highland News issue: 599 | 2 | 4 | 2 | Saturday 30/03/1895 | 1895 | P. 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Document OCR using dots.ocr-1.5
This dataset contains OCR results from images in davanstrien/nls-highland-news-sample using DoTS.ocr-1.5, a 3B multilingual model with SOTA document parsing.
Processing Details
- Source Dataset: davanstrien/nls-highland-news-sample
- Model: davanstrien/dots.ocr-1.5
- Number of Samples: 10
- Processing Time: 6.4 min
- Processing Date: 2026-03-14 17:30 UTC
Configuration
- Image Column:
image - Output Column:
markdown - Dataset Split:
train - Batch Size: 16
- Prompt Mode: layout-only
- 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 formatinference_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/nls-highland-news-sample \
<output-dataset> \
--image-column image \
--batch-size 16 \
--prompt-mode layout-only \
--max-model-len 24000 \
--max-tokens 24000 \
--gpu-memory-utilization 0.9
Generated with UV Scripts
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