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@@ -35,8 +35,8 @@ QZhou-Flowchart-VL-32B is a state-of-the-art multimodal large language model spe
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  ## Performance
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- ### FlowchartBench Results
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- | Model | FlowchartBench (%) |
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  |-------|-------------------|
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  | Qwen2.5-VL-32B | 73.90 |
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  | Qwen3-VL-Plus (235B) | 80.85 |
@@ -46,6 +46,14 @@ QZhou-Flowchart-VL-32B is a state-of-the-art multimodal large language model spe
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  | doubao-seed-1-6 | 83.83 |
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  | GPT-5 | 79.29 |
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  | **QZhou-Flowchart-VL-32B (Ours)** | **87.83** |
 
 
 
 
 
 
 
 
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  ## Quick Start
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  ### Installation
@@ -166,7 +174,6 @@ The model uses a composite reward function with three components:
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  - Primarily trained on synthetic flowcharts; real-world noisy images may require adaptation
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  - Performance may degrade with extremely large flowcharts (>50 nodes)
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- - OCR quality affects performance on low-resolution images
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  ## License
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  ## Performance
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+ ### QZhou-Flowchart-QA-Benchmark Results
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+ | Model | QZhou-Flowchart-QA-Benchmark (%) |
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  |-------|-------------------|
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  | Qwen2.5-VL-32B | 73.90 |
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  | Qwen3-VL-Plus (235B) | 80.85 |
 
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  | doubao-seed-1-6 | 83.83 |
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  | GPT-5 | 79.29 |
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  | **QZhou-Flowchart-VL-32B (Ours)** | **87.83** |
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+ ### Comparison with Base Model
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+ | Model | MMMU | CMMU | MathVista | DocVQA | QZhou-Flowchart-QA-Benchmark |
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+ |-------|------|------|-----------|--------|----------------|
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+ | Qwen2.5-VL-32B | 66.67 | 76.38 | 74.20 | 93.96 | 73.90 |
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+ | **QZhou-Flowchart-VL-32B** | **67.78** | **76.46** | **76.50** | 93.87 | **87.83** |
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  ## Quick Start
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  ### Installation
 
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  - Primarily trained on synthetic flowcharts; real-world noisy images may require adaptation
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  - Performance may degrade with extremely large flowcharts (>50 nodes)
 
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  ## License
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