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./uillinois1952image/Screenshot 2026-03-26 at 09.58.36.png
Table 1 - Summary of stocks and consumption of iron and steel scrap and pig iron, June 1952 to November 1952, in gross tons | Date | Consumers' stocks at end of month | | Pig iron 1/ | Consumption during month | | Pig Iron | | :--- | :--- | :--- | :--- | :--- | :--- | :--- | | | Scrap | | | Scrap | | | | | Purchased |...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 09.58.46.png
Table 2 - Consumption of purchased iron and steel scrap in the United States during October and November 1952, in gross tons | October | November | Year to date | | :--- | :--- | :--- | | No. 1 heavy melting steel------- | 475,073 | 486,930 | 4,367,780 | | No. 2 heavy melting steel------- | 466,132 | 483,071 | 4,308,9...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 09.58.55.png
Table 3 - Consumption and inventories of iron and steel scrap and pig iron by major consuming industries during November 1952, in gross tons | Manufacturers of Steel Ingots and Castings 1/ | Manufacturers of Steel Castings 2/ | Iron Foundries and Miscellaneous Users | Total | | :--- | :--- | :--- | :--- | | Purchased ...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 09.59.02.png
Table 4 - Consumers' stocks of scrap iron and steel and pig iron, in gross tons Iron and steel scrap: Prepared scrap------- 4,741,108 4,721,502 Unprepared or partially prepared scrap----- 263,087 265,890 Total purchased scrap------ 5,004,195 4,987,392 Home scrap------ 1,275,389 1,205,622 Total scrap------ 6,279,5...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 09.59.10.png
Table 5 - Stocks of iron and steel scrap and pig iron on hand at consumers' plants November 30, 1952, in gross tons | | Consumers' stocks | | | | :--- | :--- | :--- | :--- | | | Purchased | Home | Total | | No. 1 heavy melting steel | 1,051,850 | 282,065 | 1,333,915 | | No. 2 heavy melting steel | 1,006,146 | 49,025 |...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 09.59.22.png
Table 6 - Reported 1/ stocks, receipts and shipments of iron and steel scrap on hand at dealers' and automobile wreckers yards, November 30, 1952, in gross tons 2/ | Stocks Oct. 31, 1952 | Receipts Nov. 1952 | Shipments Nov. 1952 | Stocks Nov. 30, 1952 | | :--- | :--- | :--- | :--- | | No. 1 heavy melting steel-------...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 09.59.30.png
Table 7 - Consumption of iron and steel scrap and pig iron, by type of furnace, during November 1952, in gross tons | Type of furnace or equipment | Scrap | Home | Total | Pig Iron | | :--- | :--- | :--- | :--- | :--- | | Open-hearth | 1,652,922 | 2,221,071 | 3,873,993 | 4,485,306 | | Bessemer | 3,034 | 18,534 | 21,56...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 09.59.39.png
Table 8 - Consumption of iron and steel scrap and pig iron by manufacturers of steel ingots and castings 1/, during November 1952, by type of furnace, in gross tons | Type of furnace or equipment | Scrap | Home | Total | Pig Iron | | :--- | :--- | :--- | :--- | :--- | | Open-hearth | 1,593,609 | 2,181,590 | 3,775,199 ...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 09.59.45.png
Table 9 - Consumption of iron and steel scrap and pig iron by manufacturers of steel castings 1/, during November 1952, by type of furnace, in gross tons | Type of furnace or equipment | Scrap | | Pig Iron | | :--- | :--- | :--- | :--- | | Purchased | Home | Total | | | Open-hearth------- | 59,313 | 39,481 | 98,794 | ...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 09.59.51.png
Table 10 - Consumption of iron and steel scrap and pig iron by iron foundries and miscellaneous users, during November 1952, by type of furnace, in gross tons | Type of furnace or equipment | Scrap | Home | Total | Pig Iron | | :--- | :--- | :--- | :--- | :--- | | Bessemer------- | 413 | 117 | 530 | 37 | | Electric---...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 10.00.15.png
<table class="table table-bordered"><thead><tr><th rowspan="3">State and Region</th><th colspan="4">Consumption during November 1952</th><th rowspan="3">Scrap stocks Nov. 30, 1952</th></tr><tr><th colspan="3">Scrap</th><th rowspan="2">Pig Iron</th></tr><tr><th>Purchased</th><th>Home</th><th>Total</th></tr></thead><tbod...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 10.00.35.png
Table 12 - Consumption of ferrous scrap and pig iron in open-hearth furnaces in the United States, by States and Regions, in gross tons <table><thead><tr><th rowspan="3">State and Region</th><th colspan="4">Consumption during November 1952</th></tr><tr><th colspan="3">Scrap</th><th rowspan="2">Pig Iron</th></tr><tr><t...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 10.00.47.png
Table 13 - Imports of iron and steel scrap into the United States in November 1952 and year 1952 by countries | Country | November 1952 | January to November 1952 | | | :--- | :--- | :--- | :--- | | Gross tons | Value | Gross tons | Value | | Australia | 235 | $8,454 | 6,430 | $215,795 | | Canada and Newfoundland | 3,...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]
./uillinois1952image/Screenshot 2026-03-26 at 10.00.57.png
Table 14 - Exports of iron and steel scrap from the United States by countries | Country | November 1952 | January to November 1952 | | :--- | :--- | :--- | | Gross tons | Value | Gross tons | Value | | Canada and Newfoundland | 10,734 | $432,436 | 163,822 | $6,260,410 | | Mexico | 5,431 | 188,842 | 115,847 | 3,879,85...
[{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-04-02T18:37:41.135297", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}]

Document OCR using GLM-OCR

This dataset contains OCR results from images in yhan86/uillinois1952image using GLM-OCR, a compact 0.9B OCR model achieving SOTA performance.

Processing Details

Configuration

  • Image Column: image
  • Output Column: markdown
  • Dataset Split: train
  • Batch Size: 16
  • Max Model Length: 8,192 tokens
  • Max Output Tokens: 8,192
  • 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-v2.py \
    yhan86/uillinois1952image \
    <output-dataset> \
    --image-column image \
    --batch-size 16 \
    --task ocr

Generated with UV Scripts (glm-ocr-v2.py)

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