Datasets:

davanstrien
/

highland-news-glm-ocr

label class label 95 classes	markdown stringlengths 1.43k 42.5k	inference_info stringclasses 1 value
517245939037	HIGHLAND NEWS SATURDAY, JULY 20, 1912 THE CALENDONIAN CANAL THE ANNUAL REPORT. PROFIT ON TRAINS WORKING IN THE MAYOR OF THE CALENDONIAN CANAL. It shows that the canal was opened in 1814 and has been used for many years by the town. The canal was built to connect the town with the surrounding districts. THE HOLIDAY. I...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
880247298405	THE HIGHLAND NEWS, SATURDAY, FEBRUARY 8, 1902. COMPILERIARY DINNER TO SHIRPF CAMPBELL HELICITY OF STOWONY The Morning Hall was the scene of an important event in the history of the town. Shirpf Campbell, a prominent figure in the community, was invited to attend the dinner. He was accompanied by Lieutenant John Scott...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
440245938960	NEW-YEAR TOASTS. Of course you can offer a Toast in anything, but you don't always enjoy it—the Whisky, that is, Glen Ross is always accepted. The Favive Season would be an ideal time for the Christmas Dinner without the Turkey. Whisky is the sensible man's favorite drink and two kinds—Whisky, not men. One—well, just...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
618245939181	THE HIGHLAND NEWS, SATURDAY, MARCH 2, 1907. THE HIBRILITY OCTAGE. PRESENT LIGHT ON THE MYSTERY. The cell of mystery which had adduced the hypocrisy of certain records has been partially weighed within the pieties beaten on the strange proceedings at the court. The late Justice Lord Pierce Case. We understand that he w...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
597245939117	HIGHLAND NEWS, SATURDAY, OCTOBER 4, 1913 INTIMATION. MEDLOCK & CRAIK, GOLDENMITHS, JEWELLELS, WATCHMARKERS, ENGRAVERS, AND OPTICLANS. 6 Bridge Street, Inverness. PIANOS AND ORGANS ALL THE DEMBARK MUSEE, TURNING AND REPAIRING A WINDOWHOUSE EXPERIENCE STAFF. NEIL & MACLENNAN 25 ACADEMY STREET (Assume Operates the Lib...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
527245939047	HIGHLAND NEWS, SATURDAY, SEPTEMBER 28, 1912 BETLAWS FOR REFRESHMENT PLACES. IN SUTHERLAND ME BORTON TRIPPLE PROGRESS IN SUTHERLAND IN THE EDUCATIONAL INSTITUTE 6 QUERKSAVE, INVERNESS TENDERS INVITED. INVERNESS BERCH HOSPITAL INVERNESS CORNELL SEQUENTIALS WANTED AND VACANT. WOOL! WOOL! SUTHERLAND WOOD MILLS B...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
161243732952	EARLY EDITION TORNOWAY. STORROWAY. JULY. Sunday 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 7...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
167243732958	HIGHLAND NEWS, SATURDAY, AUGUST 19, 1922 ITCHING BURNING ECZEMA ON HEAD Suffruticed Great Pain, Heat Cause Out in Concubine, Collicious Heats. *Recemia barke out in plumage on my head. It licked and burned so much more eruptions. It suffered great pain from the conubia. It also came out in a contibule. It was awake ...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
402245938922	THE VAGARIES THE WEATHER POWDER WEATHER what is more admirably and becoming one of our Creeks, Holland, or Lake Champlain. Print from the 14th to 20th July. On any one of our charming Inventories, we would like to present you a new piece of art that will be admired by all. An invention of power, which was patented fr...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
458245938978	HIGHLAND NEWS, SATURDAY, MAY 30, 1914 GOLF PROFESSIONAL CHAMPIONSHIP LOCAL MAN'S ASSOCIATION. The Seventh Annual Golf Championship was held on Thursday, May 30, 1914, which was played at the Old Course in St. Andrews, Scotland. The event was attended by a large number of golfers and spectators. The course was design...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
1,189248171893	THE NEW TOWN COUNCILS, RE-ELECTION OF PROVOST MACDEN. Yesterday the new-constituted Town Council for the purpose of electing a Provent and electing a new member was large in attendance, and the new-constituted members were some time after that how are we elected? After waiting for prayer and business proceeded for th...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]
15242883688	Our Gaelic Page. The H.N. Mod Prize Fund We shall be glad to acknowledge in this edition the contribution of the Gaelic League for the teaching of Gaelic in our schools, with the annual Gaelic Mid Prize being the highest percentage of points in the league. It should be explained, is quite distinct from the already ac...	[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-06T10:39:46.576352", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 16384}]

End of preview. Expand in Data Studio

Document OCR using GLM-OCR

This dataset contains OCR results from images in NationalLibraryOfScotland/Highland-News-1895-1922 using GLM-OCR, a compact 0.9B OCR model achieving SOTA performance.

Processing Details

Source Dataset: NationalLibraryOfScotland/Highland-News-1895-1922
Model: zai-org/GLM-OCR
Task: text recognition
Number of Samples: 100
Processing Time: 12.4 min
Processing Date: 2026-02-06 10:39 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/Highland-News-1895-1922 \
    <output-dataset> \
    --image-column image \
    --batch-size 16 \
    --task ocr

Generated with UV Scripts

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