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diff --git a/README.md b/README.md
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 <a href='https://arxiv.org/abs/2505.20282'><img src='https://img.shields.io/badge/arXiv-2505.20282-b31b1b.svg'></a> &nbsp;
 
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 ### Reproducing One-shot EM Training (SOTA)
 
 ```bash
 accelerate launch train.py --lr 2e-5 --temperature 0.5 --bsz 64
 ```
 
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 ### Reproducing Multi-shot EM Training
 
@@ -15,6 +18,8 @@ accelerate launch train.py --lr 2e-5 --temperature 0.5 --bsz 64
 accelerate launch train.py --lr 2e-5 --temperature 0.5 --bsz 64 --data_path "dataset/numina/numina_00.parquet"
 ```
 
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 ### Evaluation
 
 ```bash
@@ -22,6 +27,8 @@ cd Qwen2.5-Eval/evaluation
 bash sh/eval_all_math.sh
 ```
 
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 ### Acknowledgements
 
 Our dataset references and builds upon the following open-source contributions:
@@ -34,6 +41,8 @@ Our dataset references and builds upon the following open-source contributions:
 We sincerely thank the authors and maintainers of these projects for their excellent contributions to the research community!
 
 
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 ### Citation
 ```
 @misc{gao2025oneshotentropyminimization,