Shuffle-R1
Collection
Shuffle-R1 checkpoints and training/evaluation datasets. • 5 items • Updated
• 1
problem stringlengths 13 1.97k | images listlengths 1 1 | answer stringlengths 1 143 | source stringclasses 2 values |
|---|---|---|---|
<image>As shown in the figure, the line $y=kx+b$ intersects the $x$-axis at the point (-2, 0). When $y > 0$, the range of $x$ is: | [
{
"bytes": [
137,
80,
78,
71,
13,
10,
26,
10,
0,
0,
0,
13,
73,
72,
68,
82,
0,
0,
0,
208,
0,
0,
0,
171,
8,
0,
0,
0,
0,
50,
42,
... | x > -2 | mm-eureka |
<image>A rectangular piece of paper is folded to form a triangle (as shown in the figure). What is the ratio of the length to the width of the rectangular paper piece? | [
{
"bytes": [
137,
80,
78,
71,
13,
10,
26,
10,
0,
0,
0,
13,
73,
72,
68,
82,
0,
0,
1,
66,
0,
0,
0,
158,
8,
6,
0,
0,
0,
71,
38,
... | 2:\sqrt{3} | mm-eureka |
<image>As shown in the figure, $AD \parallel BC$, E is the midpoint of $CD$, extend line $AE$ to intersect the extension of line $BC$ at point F. $\triangle ADE \cong \triangle FCE$. If $\angle BAF = 90^\circ$, $AB = 8$, and $EF = 3$, what is the area of quadrilateral $ABCD$? | [
{
"bytes": [
137,
80,
78,
71,
13,
10,
26,
10,
0,
0,
0,
13,
73,
72,
68,
82,
0,
0,
0,
216,
0,
0,
0,
122,
8,
6,
0,
0,
0,
221,
244... | 24 | mm-eureka |
<image>Add 1 tiny purple cubes. How many tiny purple cubes exist? | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAAeAAAAFACAIAAADrqjgsAAEAAElEQVR4nGz9WZsl224cCBrgOzLPnUhKVLGoalVV9(...TRUNCATED) | 1 | mm-eureka |
"<image>As shown in the figure, $$\\angle ABC= \\angle ABD$$, $$AC=AD$$. According to the AAS theore(...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAAyEAAAJhCAIAAADZoyh8AAEAAElEQVR4nNT9aZMcx5EnDrtHZh3dDTTQuC9CIqnRj(...TRUNCATED) | \angle CAB= \angle DAB | mm-eureka |
"<image>When Joyce counts the pennies in her bank by fives, she has one left over. When she counts t(...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAArwAAAMQCAIAAABKcSE1AAAMwklEQVR4nO3WwQ3AIBDAsNL9dz5GID+EZE+QZ9bMf(...TRUNCATED) | 11 | mm-eureka |
"<image>Examine the following questions carefully and evaluate whether option A in the image $420$ i(...TRUNCATED) | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAA+gAAASwCAIAAADnu/enAAEAAElEQVR4nOyde1xT9/n4n3Yu2bdd2G8z7AKsJVGXh(...TRUNCATED) | A | mm-eureka |
<image>Add 4 small cyan metal spheres. How many small cyan metal spheres are left? | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAAeAAAAFACAIAAADrqjgsAAEAAElEQVR4nGz9W6+tWZIdho2I+a19bpmVdemuqr6xS(...TRUNCATED) | 5 | mm-eureka |
<image>Subtract 0 red blocks. How many objects are left? | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAAeAAAAFACAIAAADrqjgsAAEAAElEQVR4nGz9y6/t25IeCH0R4zfX2vvsc849923fm(...TRUNCATED) | 10 | mm-eureka |
<image>What is the accuracy of the algorithm with highest accuracy? | [{"bytes":"iVBORw0KGgoAAAANSUhEUgAAAcAAAAHACAIAAAC6Ry8kAAA11ElEQVR4nO3deVxUVeM/8HPZ9x0HcAEkQQURBFEDw(...TRUNCATED) | 90 | mm-eureka |
End of preview. Expand
in Data Studio
MMRL30k: A Diverse Training Dataset for Reinforcement Learning Used by Shuffle-R1
The training data contains 2.1k samples from Geometry3K and 27k random selected samples from MM-EUREKA dataset. Each sample in the dataset follows the format below:
{
"problem": "your problem", # type: str
"images": [{"bytes": image_bytes, "path": None}], # type: list[dict]
"answer": "your answer", # type: str
"source": "data source" # type: str, not used in training
}
Usage
The training data follows the format of EasyR1.
Refer to Shuffle-R1 for training usage.
Acknowledgement
The training data is collected from Geometry3K and MM-EUREKA dataset
Citation
If you find our work useful for your research, please consider citing:
@misc{zhu2025shuffler1,
title={Shuffle-R1: Efficient RL framework for Multimodal Large Language Models via Data-centric Dynamic Shuffle},
author={Linghao Zhu, Yiran Guan, Dingkang Liang, Jianzhong Ju, Zhenbo Luo, Bin Qin, Jian Luan, Yuliang Liu, Xiang Bai},
year={2025},
eprint={2508.05612},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2508.05612},
}
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