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ch'ang-shih 263-285 116 ## 263 ch'áng-shih 敏史 Clerk. (1) LIAO: minor officials in both Northern and Southern Bureaus of Military Affairs (shu-mi yüan). (2) CH'ING: variant reference to Clerks called pi-tieh-shih. P5, 12. ## 264 ch'áng-shih chi 常侍騎 HAN: Mounted Attendant-in-ordinary, an honorary office (chia-kuan)...
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135 612-626 ch'i-fu (ch'in-wang). Then in 1635 submissive Mongols and Chinese were organized into 8 similarly designated Mongol Banners (meng-ku ch'i) and 8 similarly designated Chinese Banners (han-chün ch'i). The number of Mongol Banners increased greatly later in the dynasty, as more Mongol groups submitted to Ch...
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183
chiung-t'ai 1329-1341 178 Court of the Imperial Stud (t'ai-p'u ssu ch'ing, t'ai-p'u ch'ing). ## 1329 chiǔng-t'ái 冏臺 CH'ING: unofficial reference to the Court of the Imperial Stud (t'ai-p'u ssu). ## 1330 chóng 濁 Beginning in the era of N-S Division very soon after the fall of Han, a term meaning impure used as an...
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274
269 2991-3010 i-t'ing (lt-pu), from 1389 to 1396 only; previously called General Bureau (tsung-pu), later called Bureau of Ceremonies (i-chih ch'ing-li ssu). (2) MING-CH'ING: unofficial reference to the Ministry of Rites. ## 2991 i-shàn 翊善 SUNG: Moral Mentor, one, rank 7b, in each Princely Establishment (wang-fu) ...
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288
283 3255-3274 kuan-chi she-jen subofficial functionaries (and possibly some eunuchs) in the Palace Administration (tien-chung sheng). P38. ## 3255 k'ù-t'ing 庫廳 CH'ING: unofficial reference to a Storehouse Commissioner-in-chief (k'u ta-shih) in a Provincial Administration Commission (ch'eng-hsuan pu-cheng shih ssu)...
[{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:01.981205", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}]
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kuo-tzu po-shih 3543-3560 300 early Sung was specially charged with educating sons of the most eminent nobles and officials in the Confucian classics. Always closely affiliated with the Court of Imperial Sacrifices (t'ai-ch'ang ssu) and the Ministry of Rites (lǐ-pu), and in Yuan subordinated to the Academy of Schola...
[{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:01.981205", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}]
327
lou-k'o k'o 3833-3848 322 Hsiung-nu tribe in modern Shansi whose name, Lou-fan in Chinese transliteration, meant expert archer, or from the name of an early Han man who was renowned as a skilled archer. ## 3833 lòu-k'ò k'ō 漏刻科 Water Clock Section, responsible for maintaining and teaching use of the palace water cl...
[{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:01.981205", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}]
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shen-hsing i-kuan 5152-5163 418 ment (nei-wu fu); directed palace eunuchs and Shamanesses (sa-man t'ai-tai) in offering prayers for the deceased Manchu rulers. BH: office of shamanism. ## 5152 shěn-hsing i-kuān 審刑議官 SUNG: Consultant in the Review of Sentences, a duty assignment in the Ministry of Justice (hsing-pu...
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427
shih-chang 5206-5223 422 signed to care for different chambers (shih) of the temples in which ancestral spirits of the imperial clan, the spirits of deceased Empresses, etc., were honored or worshipped; number and rank not specified. P28. ## 5206 shih-chǎng 市長 Variant of shih-ling (Market Director), sometimes used...
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528
523 6961-6979 tso-liang t'ing forces organized at the end of Han; see pa hsiao-wei (Eight Commandants). ## 6961 tsǒ-chūn 左軍 Left Army. (1) Throughout history a common designation for one of 3 or 5 military forces in battle array, others normally prefixed right and center (sometimes also front and rear). (2) HAN: o...
[{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:01.981205", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}]
595
yù-fu 8131-8146 590 stored jade, pearls, and precious metal objects that had been presented to the King or collected in taxes, to be used as personal adornments or items of ritual use or decor by the King; the Storekeepers included 2 ranked as Senior Servicemen (shang-shih) and 4 as Ordinary Servicemen (chung-shih)....
[{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:01.981205", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}]
601
yüan-ch'in 8222-8244 596 prefixes. (2) T'ANG: Brokerage, a regional salt control office in a major market center, where the distribution of state-monopolized salt was supervised and salt taxes were collected; headed by a Brokerage Official (chih-yüan kuan); subordinate to a regional Directorate (chien) and ultimatel...
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Document OCR using OvisOCR2

This dataset contains OCR results from images in bokane/hucker-ocr-bakeoff using OvisOCR2, a compact 0.9B document parsing model (96.58 on OmniDocBench v1.6).

Processing Details

Configuration

  • Image Column: image
  • Dataset Split: train
  • Batch Size: 16
  • Max Model Length: 32,768 tokens
  • Max Output Tokens: 16,384
  • Temperature: 0.0 (greedy, per model card)
  • GPU Memory Utilization: 80.0%
  • Visual-region image tags: filtered (default)

Model Information

OvisOCR2 is a compact, high-performance document parsing model:

  • 0.9B parameters (post-trained from Qwen3.5-0.8B with SFT + RL + OPD)
  • 96.58 on OmniDocBench v1.6 (first end-to-end model to top the leaderboard)
  • Markdown output in natural reading order
  • LaTeX formula recognition, HTML table extraction
  • Apache-2.0 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

Produced on Hugging Face Jobs (gpu) with the ovis-ocr2.py recipe from uv-scripts. Run it yourself:

hf jobs uv run https://huggingface.co/datasets/uv-scripts/ocr/raw/main/ovis-ocr2.py \
    bokane/hucker-ocr-bakeoff \
    <output-dataset> \
    --image-column image \
    --batch-size 16
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