Datasets:
Qwen
/

Modalities:
Text
Formats:
parquet
ArXiv:
Libraries:
Datasets
pandas

Improve PolyMath dataset card: Add metadata, links, and sample usage

#3
by nielsr HF Staff - opened
Files changed (1) hide show
  1. README.md +305 -256
README.md CHANGED
@@ -1,256 +1,305 @@
1
- ---
2
- configs:
3
- - config_name: ar
4
- data_files:
5
- - split: top
6
- path: ar/top.parquet
7
- - split: high
8
- path: ar/high.parquet
9
- - split: medium
10
- path: ar/medium.parquet
11
- - split: low
12
- path: ar/low.parquet
13
- - config_name: bn
14
- data_files:
15
- - split: top
16
- path: bn/top.parquet
17
- - split: high
18
- path: bn/high.parquet
19
- - split: medium
20
- path: bn/medium.parquet
21
- - split: low
22
- path: bn/low.parquet
23
- - config_name: de
24
- data_files:
25
- - split: top
26
- path: de/top.parquet
27
- - split: high
28
- path: de/high.parquet
29
- - split: medium
30
- path: de/medium.parquet
31
- - split: low
32
- path: de/low.parquet
33
- - config_name: en
34
- data_files:
35
- - split: top
36
- path: en/top.parquet
37
- - split: high
38
- path: en/high.parquet
39
- - split: medium
40
- path: en/medium.parquet
41
- - split: low
42
- path: en/low.parquet
43
- - config_name: es
44
- data_files:
45
- - split: top
46
- path: es/top.parquet
47
- - split: high
48
- path: es/high.parquet
49
- - split: medium
50
- path: es/medium.parquet
51
- - split: low
52
- path: es/low.parquet
53
- - config_name: fr
54
- data_files:
55
- - split: top
56
- path: fr/top.parquet
57
- - split: high
58
- path: fr/high.parquet
59
- - split: medium
60
- path: fr/medium.parquet
61
- - split: low
62
- path: fr/low.parquet
63
- - config_name: id
64
- data_files:
65
- - split: top
66
- path: id/top.parquet
67
- - split: high
68
- path: id/high.parquet
69
- - split: medium
70
- path: id/medium.parquet
71
- - split: low
72
- path: id/low.parquet
73
- - config_name: it
74
- data_files:
75
- - split: top
76
- path: it/top.parquet
77
- - split: high
78
- path: it/high.parquet
79
- - split: medium
80
- path: it/medium.parquet
81
- - split: low
82
- path: it/low.parquet
83
- - config_name: ja
84
- data_files:
85
- - split: top
86
- path: ja/top.parquet
87
- - split: high
88
- path: ja/high.parquet
89
- - split: medium
90
- path: ja/medium.parquet
91
- - split: low
92
- path: ja/low.parquet
93
- - config_name: ko
94
- data_files:
95
- - split: top
96
- path: ko/top.parquet
97
- - split: high
98
- path: ko/high.parquet
99
- - split: medium
100
- path: ko/medium.parquet
101
- - split: low
102
- path: ko/low.parquet
103
- - config_name: ms
104
- data_files:
105
- - split: top
106
- path: ms/top.parquet
107
- - split: high
108
- path: ms/high.parquet
109
- - split: medium
110
- path: ms/medium.parquet
111
- - split: low
112
- path: ms/low.parquet
113
- - config_name: pt
114
- data_files:
115
- - split: top
116
- path: pt/top.parquet
117
- - split: high
118
- path: pt/high.parquet
119
- - split: medium
120
- path: pt/medium.parquet
121
- - split: low
122
- path: pt/low.parquet
123
- - config_name: ru
124
- data_files:
125
- - split: top
126
- path: ru/top.parquet
127
- - split: high
128
- path: ru/high.parquet
129
- - split: medium
130
- path: ru/medium.parquet
131
- - split: low
132
- path: ru/low.parquet
133
- - config_name: sw
134
- data_files:
135
- - split: top
136
- path: sw/top.parquet
137
- - split: high
138
- path: sw/high.parquet
139
- - split: medium
140
- path: sw/medium.parquet
141
- - split: low
142
- path: sw/low.parquet
143
- - config_name: te
144
- data_files:
145
- - split: top
146
- path: te/top.parquet
147
- - split: high
148
- path: te/high.parquet
149
- - split: medium
150
- path: te/medium.parquet
151
- - split: low
152
- path: te/low.parquet
153
- - config_name: th
154
- data_files:
155
- - split: top
156
- path: th/top.parquet
157
- - split: high
158
- path: th/high.parquet
159
- - split: medium
160
- path: th/medium.parquet
161
- - split: low
162
- path: th/low.parquet
163
- - config_name: vi
164
- data_files:
165
- - split: top
166
- path: vi/top.parquet
167
- - split: high
168
- path: vi/high.parquet
169
- - split: medium
170
- path: vi/medium.parquet
171
- - split: low
172
- path: vi/low.parquet
173
- - config_name: zh
174
- data_files:
175
- - split: top
176
- path: zh/top.parquet
177
- - split: high
178
- path: zh/high.parquet
179
- - split: medium
180
- path: zh/medium.parquet
181
- - split: low
182
- path: zh/low.parquet
183
- ---
184
-
185
-
186
-
187
-
188
- <div align="center">
189
-
190
- <h2>
191
- PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
192
- </h2>
193
-
194
- </div>
195
-
196
-
197
-
198
- <div align="center">
199
- <a href="https://arxiv.org/abs/2504.18428">
200
- <img src="https://img.shields.io/badge/arXiv-2504.18428-b31b1b.svg?logo=arxiv" alt="arXiv Badge"/>
201
- </a>
202
- <a href="https://github.com/QwenLM/PolyMath">
203
- <img src="https://img.shields.io/badge/GitHub-Code-black?logo=github" alt="GitHub Badge"/>
204
- </a>
205
- </div>
206
-
207
-
208
-
209
- **PolyMath** is a multilingual mathematical reasoning benchmark **covering 18 languages** and **4 easy-to-hard difficulty levels**. Our benchmark ensures *difficulty comprehensiveness*, *language diversity*, and *high-quality translation*, making it a highly discriminative multilingual mathematical benchmark in the era of reasoning LLMs.
210
-
211
-
212
- - 📈 **Broad Difficulty Range:** PolyMath defines and partitions mathematical difficulty across four levels using two core dimensions: **Thought Depth** and **Knowledge Breadth**, ranging from K-12 to Olympiad and advanced frontier mathematics, with 125 problems per language at each level.
213
-
214
- <div align="center">
215
- <img src="_ASSETS/level.png" alt="logo" width="85%"/>
216
- </div>
217
-
218
-
219
-
220
- - 🌍 **Language Diversity:** Each problem in PolyMath is available in **18 parallel language versions**, encompassing **over 75% of the world’s native speakers** and major language families, ensuring diversity across both high-resource and low-resource languages.
221
-
222
- <div align="center">
223
- <img src="_ASSETS/language.png" alt="logo" width="50%"/>
224
- </div>
225
-
226
- - 🧑‍🏫 **High-Quality Annotation:** Each problem translation is **calibrated by language experts**, avoiding direct use of LLM-generated outputs and ensuring precise term and logical clarity.
227
-
228
- <div align="center">
229
- <img src="_ASSETS/human.png" alt="logo" width="90%"/>
230
- </div>
231
-
232
-
233
-
234
-
235
- ---
236
-
237
- ## 📊 Main Results
238
-
239
- The leaderboard is continuously updated! See https://qwen-polymath.github.io/#leaderboard
240
-
241
- ---
242
-
243
- ## 📄 Citation
244
-
245
- If you use **PolyMath** in your research, please cite us:
246
-
247
- ```bibtex
248
- @article{wang2025polymath,
249
- title={PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts},
250
- author={Yiming Wang and Pei Zhang and Jialong Tang and Haoran Wei and Baosong Yang and Rui Wang and Chenshu Sun and Feitong Sun and Jiran Zhang and Junxuan Wu and Qiqian Cang and Yichang Zhang and Fei Huang and Junyang Lin and Fei Huang and Jingren Zhou},
251
- journal={arXiv preprint arXiv:2504.18428},
252
- year={2025},
253
- primaryClass={cs.CL},
254
- url={https://arxiv.org/abs/2504.18428},
255
- }
256
- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ configs:
3
+ - config_name: ar
4
+ data_files:
5
+ - split: top
6
+ path: ar/top.parquet
7
+ - split: high
8
+ path: ar/high.parquet
9
+ - split: medium
10
+ path: ar/medium.parquet
11
+ - split: low
12
+ path: ar/low.parquet
13
+ - config_name: bn
14
+ data_files:
15
+ - split: top
16
+ path: bn/top.parquet
17
+ - split: high
18
+ path: bn/high.parquet
19
+ - split: medium
20
+ path: bn/medium.parquet
21
+ - split: low
22
+ path: bn/low.parquet
23
+ - config_name: de
24
+ data_files:
25
+ - split: top
26
+ path: de/top.parquet
27
+ - split: high
28
+ path: de/high.parquet
29
+ - split: medium
30
+ path: de/medium.parquet
31
+ - split: low
32
+ path: de/low.parquet
33
+ - config_name: en
34
+ data_files:
35
+ - split: top
36
+ path: en/top.parquet
37
+ - split: high
38
+ path: en/high.parquet
39
+ - split: medium
40
+ path: en/medium.parquet
41
+ - split: low
42
+ path: en/low.parquet
43
+ - config_name: es
44
+ data_files:
45
+ - split: top
46
+ path: es/top.parquet
47
+ - split: high
48
+ path: es/high.parquet
49
+ - split: medium
50
+ path: es/medium.parquet
51
+ - split: low
52
+ path: es/low.parquet
53
+ - config_name: fr
54
+ data_files:
55
+ - split: top
56
+ path: fr/top.parquet
57
+ - split: high
58
+ path: fr/high.parquet
59
+ - split: medium
60
+ path: fr/medium.parquet
61
+ - split: low
62
+ path: fr/low.parquet
63
+ - config_name: id
64
+ data_files:
65
+ - split: top
66
+ path: id/top.parquet
67
+ - split: high
68
+ path: id/high.parquet
69
+ - split: medium
70
+ path: id/medium.parquet
71
+ - split: low
72
+ path: id/low.parquet
73
+ - config_name: it
74
+ data_files:
75
+ - split: top
76
+ path: it/top.parquet
77
+ - split: high
78
+ path: it/high.parquet
79
+ - split: medium
80
+ path: it/medium.parquet
81
+ - split: low
82
+ path: it/low.parquet
83
+ - config_name: ja
84
+ data_files:
85
+ - split: top
86
+ path: ja/top.parquet
87
+ - split: high
88
+ path: ja/high.parquet
89
+ - split: medium
90
+ path: ja/medium.parquet
91
+ - split: low
92
+ path: ja/low.parquet
93
+ - config_name: ko
94
+ data_files:
95
+ - split: top
96
+ path: ko/top.parquet
97
+ - split: high
98
+ path: ko/high.parquet
99
+ - split: medium
100
+ path: ko/medium.parquet
101
+ - split: low
102
+ path: ko/low.parquet
103
+ - config_name: ms
104
+ data_files:
105
+ - split: top
106
+ path: ms/top.parquet
107
+ - split: high
108
+ path: ms/high.parquet
109
+ - split: medium
110
+ path: ms/medium.parquet
111
+ - split: low
112
+ path: ms/low.parquet
113
+ - config_name: pt
114
+ data_files:
115
+ - split: top
116
+ path: pt/top.parquet
117
+ - split: high
118
+ path: pt/high.parquet
119
+ - split: medium
120
+ path: pt/medium.parquet
121
+ - split: low
122
+ path: pt/low.parquet
123
+ - config_name: ru
124
+ data_files:
125
+ - split: top
126
+ path: ru/top.parquet
127
+ - split: high
128
+ path: ru/high.parquet
129
+ - split: medium
130
+ path: ru/medium.parquet
131
+ - split: low
132
+ path: ru/low.parquet
133
+ - config_name: sw
134
+ data_files:
135
+ - split: top
136
+ path: sw/top.parquet
137
+ - split: high
138
+ path: sw/high.parquet
139
+ - split: medium
140
+ path: sw/medium.parquet
141
+ - split: low
142
+ path: sw/low.parquet
143
+ - config_name: te
144
+ data_files:
145
+ - split: top
146
+ path: te/top.parquet
147
+ - split: high
148
+ path: te/high.parquet
149
+ - split: medium
150
+ path: te/medium.parquet
151
+ - split: low
152
+ path: te/low.parquet
153
+ - config_name: th
154
+ data_files:
155
+ - split: top
156
+ path: th/top.parquet
157
+ - split: high
158
+ path: th/high.parquet
159
+ - split: medium
160
+ path: th/medium.parquet
161
+ - split: low
162
+ path: th/low.parquet
163
+ - config_name: vi
164
+ data_files:
165
+ - split: top
166
+ path: vi/top.parquet
167
+ - split: high
168
+ path: vi/high.parquet
169
+ - split: medium
170
+ path: vi/medium.parquet
171
+ - split: low
172
+ path: vi/low.parquet
173
+ - config_name: zh
174
+ data_files:
175
+ - split: top
176
+ path: zh/top.parquet
177
+ - split: high
178
+ path: zh/high.parquet
179
+ - split: medium
180
+ path: zh/medium.parquet
181
+ - split: low
182
+ path: zh/low.parquet
183
+ task_categories:
184
+ - text-generation
185
+ language:
186
+ - ar
187
+ - bn
188
+ - de
189
+ - en
190
+ - es
191
+ - fr
192
+ - id
193
+ - it
194
+ - ja
195
+ - ko
196
+ - ms
197
+ - pt
198
+ - ru
199
+ - sw
200
+ - te
201
+ - th
202
+ - vi
203
+ - zh
204
+ tags:
205
+ - mathematical-reasoning
206
+ - multilingual
207
+ - benchmark
208
+ - llm-evaluation
209
+ - math
210
+ ---
211
+
212
+ <div align="center">
213
+
214
+ <h2>
215
+ PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
216
+ </h2>
217
+
218
+ </div>
219
+
220
+ <div align="center">
221
+ <a href="https://arxiv.org/abs/2504.18428">
222
+ <img src="https://img.shields.io/badge/arXiv-2504.18428-b31b1b.svg?logo=arxiv" alt="arXiv Badge"/>
223
+ </a>
224
+ <a href="https://github.com/QwenLM/PolyMath">
225
+ <img src="https://img.shields.io/badge/GitHub-Code-black?logo=github" alt="GitHub Badge"/>
226
+ </a>
227
+ </div>
228
+
229
+ **Paper:** https://arxiv.org/abs/2504.18428
230
+ **Code:** https://github.com/QwenLM/PolyMath
231
+ **Project Page:** https://qwen-polymath.github.io/
232
+
233
+ **PolyMath** is a multilingual mathematical reasoning benchmark **covering 18 languages** and **4 easy-to-hard difficulty levels**. Our benchmark ensures *difficulty comprehensiveness*, *language diversity*, and *high-quality translation*, making it a highly discriminative multilingual mathematical benchmark in the era of reasoning LLMs.
234
+
235
+
236
+ - 📈 **Broad Difficulty Range:** PolyMath defines and partitions mathematical difficulty across four levels using two core dimensions: **Thought Depth** and **Knowledge Breadth**, ranging from K-12 to Olympiad and advanced frontier mathematics, with 125 problems per language at each level.
237
+
238
+ <div align="center">
239
+ <img src="https://huggingface.co/datasets/Qwen/PolyMath/resolve/main/_ASSETS/level.png" alt="logo" width="85%"/>
240
+ </div>
241
+
242
+
243
+
244
+ - 🌍 **Language Diversity:** Each problem in PolyMath is available in **18 parallel language versions**, encompassing **over 75% of the world’s native speakers** and major language families, ensuring diversity across both high-resource and low-resource languages.
245
+
246
+ <div align="center">
247
+ <img src="https://huggingface.co/datasets/Qwen/PolyMath/resolve/main/_ASSETS/language.png" alt="logo" width="50%"/>
248
+ </div>
249
+
250
+ - 🧑‍🏫 **High-Quality Annotation:** Each problem translation is **calibrated by language experts**, avoiding direct use of LLM-generated outputs and ensuring precise term and logical clarity.
251
+
252
+ <div align="center">
253
+ <img src="https://huggingface.co/datasets/Qwen/PolyMath/resolve/main/_ASSETS/human.png" alt="logo" width="90%"/>
254
+ </div>
255
+
256
+
257
+
258
+
259
+ ---
260
+
261
+ ## 📊 Main Results
262
+
263
+ The leaderboard is continuously updated! See https://qwen-polymath.github.io/#leaderboard
264
+
265
+ ---
266
+
267
+ ## Sample Usage
268
+
269
+ You can easily load the dataset using the `datasets` library:
270
+
271
+ ```python
272
+ from datasets import load_dataset
273
+
274
+ # Load the English (en) split with 'high' difficulty
275
+ dataset = load_dataset("Qwen/PolyMath", "en", split="high")
276
+ print(dataset)
277
+ # Output: Dataset({
278
+ # features: ['problem_id', 'question', 'answer', 'level', 'difficulty', 'solution', 'image_paths'],
279
+ # num_rows: 125
280
+ # })
281
+ print(dataset[0])
282
+ # Output example: {'problem_id': 'en-high-0', 'question': '...', 'answer': '...', 'level': 'High', 'difficulty': 'Hard', 'solution': '...', 'image_paths': []}
283
+
284
+ # You can specify other languages and splits, e.g., for German (de) and 'top' difficulty:
285
+ # dataset_de_top = load_dataset("Qwen/PolyMath", "de", split="top")
286
+ ```
287
+
288
+ For more detailed usage and evaluation scripts, please refer to the [official GitHub repository](https://github.com/QwenLM/PolyMath).
289
+
290
+ ---
291
+
292
+ ## 📄 Citation
293
+
294
+ If you use **PolyMath** in your research, please cite us:
295
+
296
+ ```bibtex
297
+ @article{wang2025polymath,
298
+ title={PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts},
299
+ author={Yiming Wang and Pei Zhang and Jialong Tang and Haoran Wei and Baosong Yang and Rui Wang and Chenshu Sun and Feitong Sun and Jiran Zhang and Junxuan Wu and Qiqian Cang and Yichang Zhang and Fei Huang and Junyang Lin and Fei Huang and Jingren Zhou},
300
+ journal={arXiv preprint arXiv:2504.18428},
301
+ year={2025},
302
+ primaryClass={cs.CL},
303
+ url={https://arxiv.org/abs/2504.18428},
304
+ }
305
+ ```