Datasets:

davanstrien
/

glm-ocr-test-v4

document_id stringclasses 10 values	page_number stringclasses 10 values	text stringclasses 10 values	alto_xml stringclasses 10 values	has_image bool 1 class	has_alto bool 1 class	markdown stringclasses 10 values	inference_info stringclasses 1 value
204486115	204788144	ENVIRONMENTAL PROTECTION Air Pollutants: UK Emissions of Selected Gases from All Sources Million tonnes Source: National Environmental Technology Centre regulations for emissions such as carbon dioxide, hydrocarbons, oxides of nitrogen and particulate matter. Three EC Directives agreed during the UK Presidency, and whi...	<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486115.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...	true	true	regulations for emissions such as carbon dioxide, hydrocarbons, oxides of nitrogen and particulate matter. Three EC Directives agreed during the UK Presidency, and which will come into force from January 2000, will further improve emissions from passenger cars and light commercial vehicles. Their main elements are: - ...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-05T14:42:32.935699", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
204486117	204805723	26: SCIENCE, ENGINEERING AND TECHNOLOGY Activities such as these are important in assuring continued interest in SET among young people making educational and career choices. They also help to enhance the public’s ability to relate to scientific issues in general and to make informed judgments about scientific developm...	<?xml version="1.0" encoding="UTF-8"?> <alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"><Description><MeasurementUnit>pixel</MeasurementUnit><sourceImageInformation><fileName>./data/pdfs/204486117.pdf</fileName></sourceImageInformation><OCRProcessing ID="IdOcr"><ocrProcessingStep><processingDateTime>Wed Nov ...	true	true	Activities such as these are important in assuring continued interest in SET among young people making educational and career choices. They also help to enhance the public's ability to relate to scientific issues in general and to make informed judgments about scientific developments. The Government is increasing its u...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-05T14:42:32.935699", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
189742219	189881032	"Peterhead ■\nChapelcross\n▲ Dinorwig \\\nA Ffestiniog\n• Trawsfynydd\nRatcliffe-on-Soar\nRhei(...TRUNCATED)	"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED)	true	true	"Electricity\n\nOrkney Islands\nShetland Islands\n\nOperated by SSEB from January 1990\n\nDounreay\n(...TRUNCATED)	"[{\"model_id\": \"zai-org/GLM-OCR\", \"model_name\": \"GLM-OCR\", \"column_name\": \"markdown\", \"(...TRUNCATED)
204486089	204586555	"8\nBRITAIN: AN OFFICIAL HANDBOOK\nBritain, as in all countries before the development of medical sc(...TRUNCATED)	"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED)	true	true	"Britain, as in all countries before the development of medical science, by high death rates and, in(...TRUNCATED)	"[{\"model_id\": \"zai-org/GLM-OCR\", \"model_name\": \"GLM-OCR\", \"column_name\": \"markdown\", \"(...TRUNCATED)
204486116	204791459	"Abbeys and Priories: p. 1, English Heritage Photo Library; p. 2, Crown Copyright, Historic\nScotlan(...TRUNCATED)	"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED)	true	true	"Abbeys and Priories: p. 1, English Heritage Photo Library; p. 2, Crown Copyright, Historic Scotland(...TRUNCATED)	"[{\"model_id\": \"zai-org/GLM-OCR\", \"model_name\": \"GLM-OCR\", \"column_name\": \"markdown\", \"(...TRUNCATED)
189742213	189840602	"6\nSocial Welfare\nThe British social welfare system comprises the National Health Service, the\npe(...TRUNCATED)	"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED)	true	true	"6 Social Welfare\n\nThe British social welfare system comprises the National Health Service, the pe(...TRUNCATED)	"[{\"model_id\": \"zai-org/GLM-OCR\", \"model_name\": \"GLM-OCR\", \"column_name\": \"markdown\", \"(...TRUNCATED)
204486104	204702331	"Acknowledgment is made for photographs to: General Council\nof British Shipping for National Sea Tr(...TRUNCATED)	"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED)	true	true	"Acknowledgment is made for photographs to: General Council of British Shipping for National Sea Tra(...TRUNCATED)	"[{\"model_id\": \"zai-org/GLM-OCR\", \"model_name\": \"GLM-OCR\", \"column_name\": \"markdown\", \"(...TRUNCATED)
204486092	204614323	"242\nBRITAIN: AN OFFICIAL HANDBOOK\nSociety of Film and\nTelevision Arts\nAssistance to\nBritish Fi(...TRUNCATED)	"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED)	true	true	"The National Film Theatre, on the south bank of the Thames, in London, shows films of outstanding h(...TRUNCATED)	"[{\"model_id\": \"zai-org/GLM-OCR\", \"model_name\": \"GLM-OCR\", \"column_name\": \"markdown\", \"(...TRUNCATED)
204486095	205332263	"INDUSTRY\n261\nThe British Standards Institution (BSI) is a voluntary non-profit-making\nbody incor(...TRUNCATED)	"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED)	true	true	"The British Standards Institution (BSI) is a voluntary non-profit-making body incorporated by Royal(...TRUNCATED)	"[{\"model_id\": \"zai-org/GLM-OCR\", \"model_name\": \"GLM-OCR\", \"column_name\": \"markdown\", \"(...TRUNCATED)
204486111	204752329	"BRITAIN 1995: AN OFFICIAL HANDBOOK\nsignificant contribution to the economy,\ndirectly providing ov(...TRUNCATED)	"<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<alto xmlns=\"http://www.loc.gov/standards/alto/v3/alto(...TRUNCATED)	true	true	"significant contribution to the economy, directly providing over 180,000 jobs. In 1993, 10.9 millio(...TRUNCATED)	"[{\"model_id\": \"zai-org/GLM-OCR\", \"model_name\": \"GLM-OCR\", \"column_name\": \"markdown\", \"(...TRUNCATED)

Document OCR using GLM-OCR

This dataset contains OCR results from images in NationalLibraryOfScotland/Britain-and-UK-Handbooks-Dataset using GLM-OCR, a compact 0.9B OCR model achieving SOTA performance.

Processing Details

Source Dataset: NationalLibraryOfScotland/Britain-and-UK-Handbooks-Dataset
Model: zai-org/GLM-OCR
Task: text recognition
Number of Samples: 10
Processing Time: 4.1 min
Processing Date: 2026-02-05 14:42 UTC

Configuration

Image Column: image
Output Column: markdown
Dataset Split: train
Batch Size: 16
Max Model Length: 8,192 tokens
Max Output Tokens: 16,384
Temperature: 0.01
Top P: 1e-05
GPU Memory Utilization: 80.0%

Model Information

GLM-OCR is a compact, high-performance OCR model:

0.9B parameters
94.62% on OmniDocBench V1.5
CogViT visual encoder + GLM-0.5B language decoder
Multi-Token Prediction (MTP) loss for efficiency
Multilingual: zh, en, fr, es, ru, de, ja, ko
MIT licensed

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

Reproduction

uv run https://huggingface.co/datasets/uv-scripts/ocr/raw/main/glm-ocr.py \
    NationalLibraryOfScotland/Britain-and-UK-Handbooks-Dataset \
    <output-dataset> \
    --image-column image \
    --batch-size 16 \
    --task ocr

Generated with UV Scripts

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Total file size:

1.59 MB