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Datasets:
PaddlePaddle
/
Real5-OmniDocBench

Benchmark
Tasks:
Image-to-Text
Modalities:
Document
Image
Languages:
Chinese
English
Size:
1K<n<10K
ArXiv:
Tags:
ocr
document-parsing
benchmark
multimodal
document
image
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Dataset card Files
xet
 Community
3
zhouchangda commited on
Commit
ea4c2d6
·
1 Parent(s): 3439aa4

renamed NaviDC-OCR to TeleOCR

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Files changed (1) hide show
  1. README.md +7 -7
README.md CHANGED
@@ -49,7 +49,7 @@ tags:
49
  <!-- news:start -->
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  - **2026-10-12:** Added evaluation results for Xiaomi-OCR-0.
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  - **2026-09-12:** Added evaluation results for GLM-5.3-Flash.
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- - **2026-08-27:** Added evaluation results for NaviDC-OCR.
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  <details>
@@ -79,7 +79,7 @@ Higher is better for ↑ metrics and lower is better for ↓ metrics. Best resul
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  | OvisOCR2 | Specialized VLMs | 0.9B | 92.29 | <u>93.77</u> | 91.40 | **93.09** | <u>92.88</u> | 90.33 |
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  | PaddleOCR-VL-1.5 | Specialized VLMs | 0.9B | 92.05 | 93.43 | 91.25 | 91.76 | 92.16 | 91.66 |
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  | GLM-5.3-Flash | General VLMs | 321B | 90.76 | 91.43 | 89.84 | 90.36 | 91.40 | 90.76 |
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- | NaviDC-OCR | Specialized VLMs | 1.2B | 90.72 | 92.33 | 90.63 | 89.09 | 90.90 | 90.63 |
83
  | GLM-OCR | Specialized VLMs | 0.9B | 90.32 | 92.67 | 90.68 | 91.75 | 91.12 | 85.39 |
84
  | Kimi-K2.6 | General VLMs | 1.1T | 89.76 | 90.08 | 89.62 | 89.58 | 89.91 | 89.61 |
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  | Gemini-3 Pro | General VLMs | - | 89.24 | 89.47 | 88.90 | 88.86 | 89.53 | 89.45 |
@@ -121,7 +121,7 @@ Higher is better for ↑ metrics and lower is better for ↓ metrics. Best resul
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  | Xiaomi-OCR-0 | Specialized VLMs | 0.8B | 93.73 | 0.037 | 90.90 | <u>94.01</u> | 0.041 |
122
  | PaddleOCR-VL-1.5 | Specialized VLMs | 0.9B | 93.43 | <u>0.037</u> | <u>93.04</u> | 90.97 | 0.045 |
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  | GLM-OCR | Specialized VLMs | 0.9B | 92.67 | 0.054 | 91.10 | 92.28 | 0.061 |
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- | NaviDC-OCR | Specialized VLMs | 1.2B | 92.33 | 0.045 | 88.26 | 93.26 | <u>0.039</u> |
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  | PaddleOCR-VL | Specialized VLMs | 0.9B | 92.11 | 0.039 | 90.35 | 89.90 | 0.048 |
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  | MinerU2.5-pro | Specialized VLMs | 1.2B | 92.11 | 0.040 | 89.77 | 90.57 | 0.043 |
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  | GLM-5.3-Flash | General VLMs | 321B | 91.43 | 0.056 | 89.46 | 90.44 | 0.056 |
@@ -160,7 +160,7 @@ Higher is better for ↑ metrics and lower is better for ↓ metrics. Best resul
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  | OvisOCR2 | Specialized VLMs | 0.9B | 91.40 | 0.058 | 90.94 | 89.08 | 0.058 |
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  | PaddleOCR-VL-1.5 | Specialized VLMs | 0.9B | 91.25 | 0.053 | 90.94 | 88.10 | 0.063 |
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  | GLM-OCR | Specialized VLMs | 0.9B | 90.68 | 0.071 | 90.30 | 88.78 | 0.100 |
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- | NaviDC-OCR | Specialized VLMs | 1.2B | 90.63 | 0.062 | 89.14 | 88.93 | **0.051** |
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  | Qwen3-VL-235B | General VLMs | 235B | 89.99 | <u>0.051</u> | 89.06 | 85.95 | 0.064 |
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  | GLM-5.3-Flash | General VLMs | 321B | 89.84 | 0.143 | 85.45 | 83.12 | 0.131 |
166
  | MonkeyOCRv2-B-Parsing | Specialized VLMs | 0.7B | 89.70 | 0.058 | 87.50 | 87.39 | <u>0.052</u> |
@@ -204,7 +204,7 @@ Higher is better for ↑ metrics and lower is better for ↓ metrics. Best resul
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  | Kimi-K2.6 | General VLMs | 1.1T | 89.58 | 0.073 | 90.10 | 85.49 | 0.077 |
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  | MinerU2.5 | Specialized VLMs | 1.2B | 89.41 | 0.062 | 87.55 | 86.83 | 0.053 |
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  | Qwen3-VL-235B | General VLMs | 235B | 89.27 | 0.068 | 88.72 | 85.85 | 0.071 |
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- | NaviDC-OCR | Specialized VLMs | 1.2B | 89.09 | 0.078 | 85.80 | 89.30 | 0.057 |
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  | Doubao-Seed-2.1-Pro | General VLMs | - | 88.99 | 0.098 | 87.47 | 89.31 | 0.102 |
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  | Gemini-3 Pro | General VLMs | - | 88.86 | 0.084 | 87.33 | 87.65 | 0.087 |
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  | MonkeyOCRv2-B-Parsing | Specialized VLMs | 0.7B | 88.40 | 0.070 | 87.07 | 85.12 | 0.050 |
@@ -240,7 +240,7 @@ Higher is better for ↑ metrics and lower is better for ↓ metrics. Best resul
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  | GLM-5.3-Flash | General VLMs | 321B | 91.40 | 0.067 | 89.30 | 90.12 | 0.065 |
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  | MinerU2.5-pro | Specialized VLMs | 1.2B | 91.31 | 0.050 | 88.15 | 90.76 | 0.052 |
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  | GLM-OCR | Specialized VLMs | 0.9B | 91.12 | 0.059 | 91.02 | 88.20 | 0.071 |
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- | NaviDC-OCR | Specialized VLMs | 1.2B | 90.90 | 0.055 | 87.27 | 90.91 | <u>0.045</u> |
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  | Kimi-K2.6 | General VLMs | 1.1T | 89.91 | 0.062 | 89.76 | 86.20 | 0.072 |
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  | Kimi-K2.5 | General VLMs | 1.1T | 89.66 | 0.064 | 89.83 | 85.53 | 0.077 |
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  | PaddleOCR-VL | Specialized VLMs | 0.9B | 89.61 | 0.049 | 86.66 | 87.02 | 0.055 |
@@ -276,7 +276,7 @@ Higher is better for ↑ metrics and lower is better for ↓ metrics. Best resul
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  | <u>Xiaomi-OCR-0</u> | Specialized VLMs | 0.8B | <u>91.69</u> | 0.067 | 89.64 | **92.07** | 0.055 |
277
  | PaddleOCR-VL-1.5 | Specialized VLMs | 0.9B | 91.66 | <u>0.047</u> | <u>91.00</u> | 88.69 | 0.061 |
278
  | GLM-5.3-Flash | General VLMs | 321B | 90.76 | 0.112 | 88.11 | 81.15 | 0.110 |
279
- | NaviDC-OCR | Specialized VLMs | 1.2B | 90.63 | 0.054 | 87.15 | 90.10 | **0.042** |
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  | OvisOCR2 | Specialized VLMs | 0.9B | 90.33 | 0.048 | 90.58 | 85.23 | <u>0.048</u> |
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  | MonkeyOCRv2-B-Parsing | Specialized VLMs | 0.7B | 89.97 | 0.051 | 88.10 | 86.88 | 0.051 |
282
  | Kimi-K2.6 | General VLMs | 1.1T | 89.61 | 0.060 | 90.25 | 84.27 | 0.078 |
 
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  <!-- news:start -->
50
  - **2026-10-12:** Added evaluation results for Xiaomi-OCR-0.
51
  - **2026-09-12:** Added evaluation results for GLM-5.3-Flash.
52
+ - **2026-08-27:** Added evaluation results for TeleOCR.
53
 
54
 
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  <details>
 
79
  | OvisOCR2 | Specialized VLMs | 0.9B | 92.29 | <u>93.77</u> | 91.40 | **93.09** | <u>92.88</u> | 90.33 |
80
  | PaddleOCR-VL-1.5 | Specialized VLMs | 0.9B | 92.05 | 93.43 | 91.25 | 91.76 | 92.16 | 91.66 |
81
  | GLM-5.3-Flash | General VLMs | 321B | 90.76 | 91.43 | 89.84 | 90.36 | 91.40 | 90.76 |
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+ | TeleOCR | Specialized VLMs | 1.2B | 90.72 | 92.33 | 90.63 | 89.09 | 90.90 | 90.63 |
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  | GLM-OCR | Specialized VLMs | 0.9B | 90.32 | 92.67 | 90.68 | 91.75 | 91.12 | 85.39 |
84
  | Kimi-K2.6 | General VLMs | 1.1T | 89.76 | 90.08 | 89.62 | 89.58 | 89.91 | 89.61 |
85
  | Gemini-3 Pro | General VLMs | - | 89.24 | 89.47 | 88.90 | 88.86 | 89.53 | 89.45 |
 
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  | Xiaomi-OCR-0 | Specialized VLMs | 0.8B | 93.73 | 0.037 | 90.90 | <u>94.01</u> | 0.041 |
122
  | PaddleOCR-VL-1.5 | Specialized VLMs | 0.9B | 93.43 | <u>0.037</u> | <u>93.04</u> | 90.97 | 0.045 |
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  | GLM-OCR | Specialized VLMs | 0.9B | 92.67 | 0.054 | 91.10 | 92.28 | 0.061 |
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+ | TeleOCR | Specialized VLMs | 1.2B | 92.33 | 0.045 | 88.26 | 93.26 | <u>0.039</u> |
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  | PaddleOCR-VL | Specialized VLMs | 0.9B | 92.11 | 0.039 | 90.35 | 89.90 | 0.048 |
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  | MinerU2.5-pro | Specialized VLMs | 1.2B | 92.11 | 0.040 | 89.77 | 90.57 | 0.043 |
127
  | GLM-5.3-Flash | General VLMs | 321B | 91.43 | 0.056 | 89.46 | 90.44 | 0.056 |
 
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  | OvisOCR2 | Specialized VLMs | 0.9B | 91.40 | 0.058 | 90.94 | 89.08 | 0.058 |
161
  | PaddleOCR-VL-1.5 | Specialized VLMs | 0.9B | 91.25 | 0.053 | 90.94 | 88.10 | 0.063 |
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  | GLM-OCR | Specialized VLMs | 0.9B | 90.68 | 0.071 | 90.30 | 88.78 | 0.100 |
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+ | TeleOCR | Specialized VLMs | 1.2B | 90.63 | 0.062 | 89.14 | 88.93 | **0.051** |
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  | Qwen3-VL-235B | General VLMs | 235B | 89.99 | <u>0.051</u> | 89.06 | 85.95 | 0.064 |
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  | GLM-5.3-Flash | General VLMs | 321B | 89.84 | 0.143 | 85.45 | 83.12 | 0.131 |
166
  | MonkeyOCRv2-B-Parsing | Specialized VLMs | 0.7B | 89.70 | 0.058 | 87.50 | 87.39 | <u>0.052</u> |
 
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  | Kimi-K2.6 | General VLMs | 1.1T | 89.58 | 0.073 | 90.10 | 85.49 | 0.077 |
205
  | MinerU2.5 | Specialized VLMs | 1.2B | 89.41 | 0.062 | 87.55 | 86.83 | 0.053 |
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  | Qwen3-VL-235B | General VLMs | 235B | 89.27 | 0.068 | 88.72 | 85.85 | 0.071 |
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+ | TeleOCR | Specialized VLMs | 1.2B | 89.09 | 0.078 | 85.80 | 89.30 | 0.057 |
208
  | Doubao-Seed-2.1-Pro | General VLMs | - | 88.99 | 0.098 | 87.47 | 89.31 | 0.102 |
209
  | Gemini-3 Pro | General VLMs | - | 88.86 | 0.084 | 87.33 | 87.65 | 0.087 |
210
  | MonkeyOCRv2-B-Parsing | Specialized VLMs | 0.7B | 88.40 | 0.070 | 87.07 | 85.12 | 0.050 |
 
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  | GLM-5.3-Flash | General VLMs | 321B | 91.40 | 0.067 | 89.30 | 90.12 | 0.065 |
241
  | MinerU2.5-pro | Specialized VLMs | 1.2B | 91.31 | 0.050 | 88.15 | 90.76 | 0.052 |
242
  | GLM-OCR | Specialized VLMs | 0.9B | 91.12 | 0.059 | 91.02 | 88.20 | 0.071 |
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+ | TeleOCR | Specialized VLMs | 1.2B | 90.90 | 0.055 | 87.27 | 90.91 | <u>0.045</u> |
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  | Kimi-K2.6 | General VLMs | 1.1T | 89.91 | 0.062 | 89.76 | 86.20 | 0.072 |
245
  | Kimi-K2.5 | General VLMs | 1.1T | 89.66 | 0.064 | 89.83 | 85.53 | 0.077 |
246
  | PaddleOCR-VL | Specialized VLMs | 0.9B | 89.61 | 0.049 | 86.66 | 87.02 | 0.055 |
 
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  | <u>Xiaomi-OCR-0</u> | Specialized VLMs | 0.8B | <u>91.69</u> | 0.067 | 89.64 | **92.07** | 0.055 |
277
  | PaddleOCR-VL-1.5 | Specialized VLMs | 0.9B | 91.66 | <u>0.047</u> | <u>91.00</u> | 88.69 | 0.061 |
278
  | GLM-5.3-Flash | General VLMs | 321B | 90.76 | 0.112 | 88.11 | 81.15 | 0.110 |
279
+ | TeleOCR | Specialized VLMs | 1.2B | 90.63 | 0.054 | 87.15 | 90.10 | **0.042** |
280
  | OvisOCR2 | Specialized VLMs | 0.9B | 90.33 | 0.048 | 90.58 | 85.23 | <u>0.048</u> |
281
  | MonkeyOCRv2-B-Parsing | Specialized VLMs | 0.7B | 89.97 | 0.051 | 88.10 | 86.88 | 0.051 |
282
  | Kimi-K2.6 | General VLMs | 1.1T | 89.61 | 0.060 | 90.25 | 84.27 | 0.078 |