Update README.md

README.md

@@ -44,9 +44,9 @@ FlowchartBench ensures comprehensive query coverage, considering various questio
 
 ## Performance Leaderboard
 
-State-of-the-art results on FlowchartBench:
+State-of-the-art results on QZhou-Flowchart-QA-Benchmark:
 
-| Model | FlowchartBench (%) |
+| Model | QZhou-Flowchart-QA-Benchmark (%) |
 |-------|-------------------|
 | **QZhou-Flowchart-VL-32B (Ours)** | **87.83** |
 | Qwen3-VL-Plus-Thinking (235B) | 86.09 |
@@ -58,7 +58,7 @@ State-of-the-art results on FlowchartBench:
 
 ### Comparison with Base Model
 
-| Model | MMMU | CMMU | MathVista | DocVQA | FlowchartBench |
+| Model | MMMU | CMMU | MathVista | DocVQA | QZhou-Flowchart-QA-Benchmark |
 |-------|------|------|-----------|--------|----------------|
 | Qwen2.5-VL-32B | 66.67 | 76.38 | 74.20 | 93.96 | 73.90 |
 | **QZhou-Flowchart-VL-32B** | **67.78** | **76.46** | **76.50** | 93.87 | **87.83** |
@@ -92,14 +92,3 @@ for sample in benchmark:
 ✅ **Quality diversity** - Various resolutions, clarity levels, and sizes  
 ✅ **Comprehensive coverage** - 20+ question types across multiple domains  
 ✅ **Rigorous evaluation** - Standardized protocol for fair comparison
-
-## Citation
-
-```bibtex
-@inproceedings{tricot2026,
-  title={Tri-CoT for Flowcharts: Multimodal Chain-of-Thought Reasoning with Accurate and Diverse Synthetic Diagrams},
-  author={Shuli Zheng, Yinan Zhan, Yinuo Guo, Gankun Luo, BingtaoTan, Xiang Wu, Maoxiong, Xiangdong Liu, Weixiong Liu, Yixin Zhou, Yinfei Xu},
-  booktitle={CVPR},
-  year={2026}
-}
-```