From a14795415124cdca2889fdead4607e293b8f2f16 Mon Sep 17 00:00:00 2001
From: zitian-gao <zitian.gao@outlook.com>
Date: Tue, 27 May 2025 17:05:18 +0800
Subject: update

---
 README.md | 9 ---------
 1 file changed, 9 deletions(-)

(limited to 'README.md')

diff --git a/README.md b/README.md
index d5179b0..6f859a6 100644
--- a/README.md
+++ b/README.md
@@ -2,15 +2,12 @@
 
 <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
 
@@ -18,8 +15,6 @@ 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
@@ -27,8 +22,6 @@ 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:
@@ -41,8 +34,6 @@ 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,
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