image imagewidth (px) 1.2k 1.77k | kind stringclasses 7
values | note stringclasses 8
values | markdown stringclasses 8
values | inference_info stringclasses 1
value |
|---|---|---|---|---|
three_column_index_tiny_font | Pulleyblank Outline p187: 3-column vocabulary index, tiny font, Chinese Vocabulary Items | 178
Outline of Classical Chinese Grammar
scan 186
qí...hū其...乎，wū hū恶
乎.yè hū也乎，yú shì hū於是乎
hù zài 乎哉 exclamatory question
146, 262, 535
hú 胡 interrogative pronoun
'why?' 10, 91, 95, 96, 107,
142; in a proper name 78
hù 互 137
huò 或 'some, someone,
something, perhaps' 92, 130,
134, 135, 136, 79, 80, 156,
... | [{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:14.578509", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}] | |
two_column_index | Pulleyblank Outline p197: General Index, two-column | General Index
scan 196
Only the main occurrences of grammatical terms are indexed.
ablaut 11
active 23, 27, 42, 43, 44, 122
adjective 9, 12, 13, 14, 23, 24-26, 27, 28, 36, 39, 42-44, 55, 62, 99, 100, 101
adnominal 71, 72, 97, 122, 125, 127, 130
adverb 9, 14, 58, 99, 100, 101, 115, 120, 121, 126, 141, 144, 151, 1... | [{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:14.578509", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}] | |
body_prose_wg_diacritics_cjk | Pulleyblank Outline p60: running prose with inline CJK + Wade-Giles diacritics + numbered examples | 50
Outline of Classical Chinese Grammar
scan 59
The phrase suǒ yǐ 所以 ‘that by which’ must always be given its full value in Classical Chinese. It does not have the meaning ‘therefore’ which it has acquired in the modern language.
The expression shì yǐ 是以 ‘because of that, therefore,’ used as a sentence connective, ... | [{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:14.578509", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}] | |
monospace_dotmatrix_font | Carlitz Rhetoric p30: dot-matrix typewriter body prose, unusual font | 24
The Rhetoric of Chin p'ing mei
scan 29
the transformation, hua, by the force of example, imagined as a wind, feng). A desire to transform the morals of the age is expressed in prologues to certain plays early in the dynasty, but these are precisely the plays that later critics attacked for their contravention of ... | [{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:14.578509", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}] | |
sparse_chapter_calibration | Carlitz Rhetoric p120: sparse chapter-opening page | scan 119
## 6 Drama and Song: The Conventions Undermined
The author of Chin p'ing mei must have loved drama and song, which he knew so well and used so fluently, but certain things suggest that he found them limited in diction, in characterization, and in the presentation of moral issues. This, after all, may be why ... | [{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:14.578509", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}] | |
dense_bilingual_dict_smallfont | Ming-Qing dialect dictionary p1: dense two-column bilingual (Chinese headword + citations) small font | ## A
## A
阿 ①<副>用在动词前，表示疑问，对现在或将来的事发问。作用相当于“吗”。也可用在短语内。□回转头来看见子卖草纸个后生，就叫：“卖草纸个，你阿有萧山，阿有富阳？”(山歌8卷)大家向前讨介一卦，看道阿能勾到底太平。(山歌9卷)记里是书房，弗知阿拉屋里，等我走进去看。(才人福9出)耐想俚格人，房子末勿看，铜钱未呒不，耐看俚格人阿靠得住靠勿住。(官场现形记10回)故歇借铜钱实头非凡仔难，陆里去开口嗄？耐钱房钱阿欠仔几化？(海天鸿雪记8回)②<副>基本意义和①同，对过去的事发问，曾否，有没有。今一般用“啊”。□淑人重复蹉回，劈面遇见苏冠香，笑嘻嘻问淑人道：“倪大人到仔陆里去，五少爷阿看见？”(海上花列传54回)大人耐... | [{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:14.578509", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}] | |
dense_bilingual_dict_smallfont | Ming-Qing dialect dictionary p4: dense two-column bilingual small font | 4 A 阿
养人。(原注：人犹薄于孝而厚于慈)(沪谚)②<名>对已婚女性的尊称，有时用于自称。□一到，这些闲管邻舍，一个道：“阿娘，便再住几日，回来作甚？”(清夜钟2回)竹夫人听得子气膨膨，出口就骂老惜春：“你是冬来我是夏，缘何牵扰阿娘身？”(山歌8卷)个非阿娘所好，弗如寻几个和尚，与渠笃笃倒好。(笑林广记12卷)
阿奴 <名>年轻女性的自称。我。□有福个情哥弗知吃子阿奴个多少团脐蟹，我个亲夫弗知吃子小阿奴奴多少鳗。(山歌1卷)若还要我归家里，除非是县主登门请阿奴。(描金凤8回)幼时欢爱之呼曰阿奴，《姑苏志》云：呼小儿为孥儿。孥，子孙也。以虞韵入麻，此方音也。今俗正作奴音。(土风录17卷)
阿奴奴 <名>同“阿奴”。□ 浮萍草... | [{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:14.578509", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}] | |
bold_bilingual_dict_twocolumn | Hucker official-titles dictionary p218: two-column EN/CN terminology | feng-ch'ang ssu
1952–1969
212
1952 fēng-ch'áng ssù 奉常寺
SUI-CH'ING: unofficial reference to the Court of Imperial Sacrifices (t'ai-ch'ang ssu); from 662 to 671, the official name of the Court. RR: cour des sacrifices impériaux. P27.
1953 fēng-ch'áng tà-fū 奉常大夫
CH'ING: unofficial reference to the Vice Minister (sha... | [{"model_id": "ATH-MaaS/OvisOCR2", "model_name": "OvisOCR2", "column_name": "markdown", "timestamp": "2026-08-13T22:28:14.578509", "temperature": 0.0, "max_tokens": 16384, "min_pixels": 200704, "max_pixels": 8294400, "keep_image_tags": false}] |
Document OCR using OvisOCR2
This dataset contains OCR results from images in bokane/hucker-ocr-bakeoff-hard using OvisOCR2, a compact 0.9B document parsing model (96.58 on OmniDocBench v1.6).
Processing Details
- Source Dataset: bokane/hucker-ocr-bakeoff-hard
- Model: ATH-MaaS/OvisOCR2
- Number of Samples: 8
- Processing Time: 4.5 min
- Processing Date: 2026-08-13 22:28 UTC
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 formatinference_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-hard \
<output-dataset> \
--image-column image \
--batch-size 16
- Downloads last month
- 24