Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
topic-classification
Size:
1M - 10M
ArXiv:
License:
Add dataset card
Browse files
README.md
CHANGED
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@@ -11,7 +11,7 @@ multilinguality: multilingual
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source_datasets:
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- mteb/mlsum
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task_categories:
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-
- text-
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task_ids:
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- topic-classification
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dataset_info:
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@@ -193,7 +193,7 @@ tags:
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<!-- adapted from https://github.com/huggingface/huggingface_hub/blob/v0.30.2/src/huggingface_hub/templates/datasetcard_template.md -->
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<div align="center" style="padding: 40px 20px; background-color: white; border-radius: 12px; box-shadow: 0 2px 10px rgba(0, 0, 0, 0.05); max-width: 600px; margin: 0 auto;">
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-
<h1 style="font-size: 3.5rem; color: #1a1a1a; margin: 0 0 20px 0; letter-spacing: 2px; font-weight: 700;">
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<div style="font-size: 1.5rem; color: #4a4a4a; margin-bottom: 5px; font-weight: 300;">An <a href="https://github.com/embeddings-benchmark/mteb" style="color: #2c5282; font-weight: 600; text-decoration: none;" onmouseover="this.style.textDecoration='underline'" onmouseout="this.style.textDecoration='none'">MTEB</a> dataset</div>
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<div style="font-size: 0.9rem; color: #2c5282; margin-top: 10px;">Massive Text Embedding Benchmark</div>
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</div>
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@@ -214,7 +214,7 @@ You can evaluate an embedding model on this dataset using the following code:
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```python
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import mteb
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-
task = mteb.get_tasks(["
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evaluator = mteb.MTEB(task)
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model = mteb.get_model(YOUR_MODEL)
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@@ -268,776 +268,20 @@ The following code contains the descriptive statistics from the task. These can
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```python
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import mteb
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task = mteb.get_task("
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desc_stats = task.metadata.descriptive_stats
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```
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```json
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{
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"validation": {
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"num_samples": 6894,
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"number_of_characters": 29580726,
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"min_text_length": 273,
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"average_text_length": 4290.792863359443,
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"max_text_length": 56317,
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"unique_texts": 4307,
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"min_labels_per_text": 1,
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"average_labels_per_text": 1.0,
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"max_labels_per_text": 1129,
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"unique_labels": 78,
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"labels": {
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"7": {
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"count": 1129
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}
|
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}
|
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-
},
|
| 1034 |
"test": {
|
| 1035 |
"num_samples": 6900,
|
| 1036 |
-
"number_of_characters":
|
| 1037 |
-
"min_text_length":
|
| 1038 |
-
"average_text_length":
|
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-
"max_text_length":
|
| 1040 |
-
"unique_texts":
|
| 1041 |
"min_labels_per_text": 1,
|
| 1042 |
"average_labels_per_text": 1.0,
|
| 1043 |
"max_labels_per_text": 1040,
|
|
@@ -1287,11 +531,11 @@ desc_stats = task.metadata.descriptive_stats
|
|
| 1287 |
"hf_subset_descriptive_stats": {
|
| 1288 |
"de": {
|
| 1289 |
"num_samples": 2048,
|
| 1290 |
-
"number_of_characters":
|
| 1291 |
-
"min_text_length":
|
| 1292 |
-
"average_text_length":
|
| 1293 |
-
"max_text_length":
|
| 1294 |
-
"unique_texts":
|
| 1295 |
"min_labels_per_text": 20,
|
| 1296 |
"average_labels_per_text": 1.0,
|
| 1297 |
"max_labels_per_text": 692,
|
|
@@ -1337,11 +581,11 @@ desc_stats = task.metadata.descriptive_stats
|
|
| 1337 |
},
|
| 1338 |
"fr": {
|
| 1339 |
"num_samples": 2048,
|
| 1340 |
-
"number_of_characters":
|
| 1341 |
-
"min_text_length":
|
| 1342 |
-
"average_text_length":
|
| 1343 |
-
"max_text_length":
|
| 1344 |
-
"unique_texts":
|
| 1345 |
"min_labels_per_text": 1,
|
| 1346 |
"average_labels_per_text": 1.0,
|
| 1347 |
"max_labels_per_text": 333,
|
|
@@ -1534,11 +778,11 @@ desc_stats = task.metadata.descriptive_stats
|
|
| 1534 |
},
|
| 1535 |
"ru": {
|
| 1536 |
"num_samples": 756,
|
| 1537 |
-
"number_of_characters":
|
| 1538 |
-
"min_text_length":
|
| 1539 |
-
"average_text_length":
|
| 1540 |
-
"max_text_length":
|
| 1541 |
-
"unique_texts":
|
| 1542 |
"min_labels_per_text": 15,
|
| 1543 |
"average_labels_per_text": 1.0,
|
| 1544 |
"max_labels_per_text": 203,
|
|
@@ -1575,11 +819,11 @@ desc_stats = task.metadata.descriptive_stats
|
|
| 1575 |
},
|
| 1576 |
"es": {
|
| 1577 |
"num_samples": 2048,
|
| 1578 |
-
"number_of_characters":
|
| 1579 |
-
"min_text_length":
|
| 1580 |
-
"average_text_length":
|
| 1581 |
-
"max_text_length":
|
| 1582 |
-
"unique_texts":
|
| 1583 |
"min_labels_per_text": 1,
|
| 1584 |
"average_labels_per_text": 1.0,
|
| 1585 |
"max_labels_per_text": 228,
|
|
|
|
| 11 |
source_datasets:
|
| 12 |
- mteb/mlsum
|
| 13 |
task_categories:
|
| 14 |
+
- text-classification
|
| 15 |
task_ids:
|
| 16 |
- topic-classification
|
| 17 |
dataset_info:
|
|
|
|
| 193 |
<!-- adapted from https://github.com/huggingface/huggingface_hub/blob/v0.30.2/src/huggingface_hub/templates/datasetcard_template.md -->
|
| 194 |
|
| 195 |
<div align="center" style="padding: 40px 20px; background-color: white; border-radius: 12px; box-shadow: 0 2px 10px rgba(0, 0, 0, 0.05); max-width: 600px; margin: 0 auto;">
|
| 196 |
+
<h1 style="font-size: 3.5rem; color: #1a1a1a; margin: 0 0 20px 0; letter-spacing: 2px; font-weight: 700;">MLSUMClusteringP2P.v2</h1>
|
| 197 |
<div style="font-size: 1.5rem; color: #4a4a4a; margin-bottom: 5px; font-weight: 300;">An <a href="https://github.com/embeddings-benchmark/mteb" style="color: #2c5282; font-weight: 600; text-decoration: none;" onmouseover="this.style.textDecoration='underline'" onmouseout="this.style.textDecoration='none'">MTEB</a> dataset</div>
|
| 198 |
<div style="font-size: 0.9rem; color: #2c5282; margin-top: 10px;">Massive Text Embedding Benchmark</div>
|
| 199 |
</div>
|
|
|
|
| 214 |
```python
|
| 215 |
import mteb
|
| 216 |
|
| 217 |
+
task = mteb.get_tasks(["MLSUMClusteringP2P.v2"])
|
| 218 |
evaluator = mteb.MTEB(task)
|
| 219 |
|
| 220 |
model = mteb.get_model(YOUR_MODEL)
|
|
|
|
| 268 |
```python
|
| 269 |
import mteb
|
| 270 |
|
| 271 |
+
task = mteb.get_task("MLSUMClusteringP2P.v2")
|
| 272 |
|
| 273 |
desc_stats = task.metadata.descriptive_stats
|
| 274 |
```
|
| 275 |
|
| 276 |
```json
|
| 277 |
{
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|
| 278 |
"test": {
|
| 279 |
"num_samples": 6900,
|
| 280 |
+
"number_of_characters": 31106070,
|
| 281 |
+
"min_text_length": 296,
|
| 282 |
+
"average_text_length": 4508.126086956522,
|
| 283 |
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"max_text_length": 135984,
|
| 284 |
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"unique_texts": 4373,
|
| 285 |
"min_labels_per_text": 1,
|
| 286 |
"average_labels_per_text": 1.0,
|
| 287 |
"max_labels_per_text": 1040,
|
|
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|
| 531 |
"hf_subset_descriptive_stats": {
|
| 532 |
"de": {
|
| 533 |
"num_samples": 2048,
|
| 534 |
+
"number_of_characters": 8267329,
|
| 535 |
+
"min_text_length": 693,
|
| 536 |
+
"average_text_length": 4036.78173828125,
|
| 537 |
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"max_text_length": 26023,
|
| 538 |
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"unique_texts": 1731,
|
| 539 |
"min_labels_per_text": 20,
|
| 540 |
"average_labels_per_text": 1.0,
|
| 541 |
"max_labels_per_text": 692,
|
|
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|
| 581 |
},
|
| 582 |
"fr": {
|
| 583 |
"num_samples": 2048,
|
| 584 |
+
"number_of_characters": 7885898,
|
| 585 |
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"min_text_length": 359,
|
| 586 |
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"average_text_length": 3850.5361328125,
|
| 587 |
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"max_text_length": 50130,
|
| 588 |
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"unique_texts": 1514,
|
| 589 |
"min_labels_per_text": 1,
|
| 590 |
"average_labels_per_text": 1.0,
|
| 591 |
"max_labels_per_text": 333,
|
|
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|
| 778 |
},
|
| 779 |
"ru": {
|
| 780 |
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|
| 781 |
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"number_of_characters": 5174721,
|
| 782 |
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|
| 783 |
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"average_text_length": 6844.869047619048,
|
| 784 |
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"max_text_length": 135984,
|
| 785 |
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"unique_texts": 720,
|
| 786 |
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|
| 787 |
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|
| 788 |
"max_labels_per_text": 203,
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|
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|
| 819 |
},
|
| 820 |
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|
| 821 |
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|
| 822 |
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"number_of_characters": 9778122,
|
| 823 |
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|
| 824 |
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|
| 825 |
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|
| 826 |
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|
| 827 |
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|
| 828 |
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|
| 829 |
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