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README.md

@@ -17,9 +17,9 @@ language:
 - rus
 license: unknown
 multilinguality: translated
-task_ids: []
 task_categories:
 - text-classification
+task_ids: []
 tags:
 - mteb
 - text
@@ -28,255 +28,28 @@ domains:
 - Fiction
 - Government
 - Written
-dataset_info:
-- config_name: assamese
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 565556
-    num_examples: 1365
-  download_size: 232509
-  dataset_size: 565556
-- config_name: bengali
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 567227
-    num_examples: 1365
-  download_size: 224982
-  dataset_size: 567227
-- config_name: bhojpuri
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 549145
-    num_examples: 1365
-  download_size: 221829
-  dataset_size: 549145
-- config_name: greek
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 446843
-    num_examples: 1365
-  download_size: 226242
-  dataset_size: 446843
-- config_name: gujrati
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 550823
-    num_examples: 1365
-  download_size: 226344
-  dataset_size: 550823
-- config_name: kannada
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 622208
-    num_examples: 1365
-  download_size: 241576
-  dataset_size: 622208
-- config_name: marathi
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 569028
-    num_examples: 1365
-  download_size: 227361
-  dataset_size: 569028
-- config_name: odiya
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 571151
-    num_examples: 1365
-  download_size: 230178
-  dataset_size: 571151
-- config_name: punjabi
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 565812
-    num_examples: 1365
-  download_size: 226576
-  dataset_size: 565812
-- config_name: russian
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 418863
-    num_examples: 1365
-  download_size: 214831
-  dataset_size: 418863
-- config_name: sanskrit
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 598335
-    num_examples: 1365
-  download_size: 238140
-  dataset_size: 598335
-- config_name: tamil
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 676943
-    num_examples: 1365
-  download_size: 247562
-  dataset_size: 676943
-- config_name: turkish
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: labels
-    dtype: int64
-  splits:
-  - name: test
-    num_bytes: 246707
-    num_examples: 1365
-  download_size: 157342
-  dataset_size: 246707
-configs:
-- config_name: assamese
-  data_files:
-  - split: test
-    path: assamese/test-*
-- config_name: bengali
-  data_files:
-  - split: test
-    path: bengali/test-*
-- config_name: bhojpuri
-  data_files:
-  - split: test
-    path: bhojpuri/test-*
-- config_name: greek
-  data_files:
-  - split: test
-    path: greek/test-*
-- config_name: gujrati
-  data_files:
-  - split: test
-    path: gujrati/test-*
-- config_name: kannada
-  data_files:
-  - split: test
-    path: kannada/test-*
-- config_name: marathi
-  data_files:
-  - split: test
-    path: marathi/test-*
-- config_name: odiya
-  data_files:
-  - split: test
-    path: odiya/test-*
-- config_name: punjabi
-  data_files:
-  - split: test
-    path: punjabi/test-*
-- config_name: russian
-  data_files:
-  - split: test
-    path: russian/test-*
-- config_name: sanskrit
-  data_files:
-  - split: test
-    path: sanskrit/test-*
-- config_name: tamil
-  data_files:
-  - split: test
-    path: tamil/test-*
-- config_name: turkish
-  data_files:
-  - split: test
-    path: turkish/test-*
 ---
 <!-- adapted from https://github.com/huggingface/huggingface_hub/blob/v0.30.2/src/huggingface_hub/templates/datasetcard_template.md -->
-# XNLIV2
+
+<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;">
+  <h1 style="font-size: 3.5rem; color: #1a1a1a; margin: 0 0 20px 0; letter-spacing: 2px; font-weight: 700;">XNLIV2</h1>
+  <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>
+  <div style="font-size: 0.9rem; color: #2c5282; margin-top: 10px;">Massive Text Embedding Benchmark</div>
+</div>
 
 This is subset of 'XNLI 2.0: Improving XNLI dataset and performance on Cross Lingual Understanding' with languages that were not part of the original XNLI plus three (verified) languages that are not strongly covered in MTEB
 
-> This dataset is included as a task in [`mteb`](https://github.com/embeddings-benchmark/mteb).
+|                |                                             |
+|----------------|---------------------------------------------|
+| Task category: | t2t                              |
+| Domains        | ['Non-fiction', 'Fiction', 'Government', 'Written']                               |
+| Reference      | https://arxiv.org/pdf/2301.06527 |
 
-- Task category: t2t
-- Domains: ['Non-fiction', 'Fiction', 'Government', 'Written']
 
 ## How to evaluate on this task
 
+You can evaluate an embedding model on this dataset using the following code:
+
 ```python
 import mteb
 
@@ -288,7 +61,7 @@ evaluator.run(model)
 ```
 
 <!-- Datasets want link to arxiv in readme to autolink dataset with paper -->
-Reference: https://arxiv.org/pdf/2301.06527
+To learn more about how to run models on `mteb` task check out the [GitHub repitory](https://github.com/embeddings-benchmark/mteb). 
 
 ## Citation
 
@@ -327,6 +100,19 @@ If you use this dataset, please cite the dataset as well as [mteb](https://githu
 ```
 
 # Dataset Statistics
+<details>
+  <summary> Dataset Statistics</summary>
+
+The following code contains the descriptive statistics from the task. These can also be obtained using:
+
+```python
+import mteb
+
+task = mteb.get_task("XNLIV2")
+
+desc_stats = task.metadata.descriptive_stats
+```
+
 ```json
 {
     "test": {
@@ -640,4 +426,9 @@ If you use this dataset, please cite the dataset as well as [mteb](https://githu
         }
     }
 }
-```
+```
+
+</details>
+
+---
+*This dataset card was automatically generated using [MTEB](https://github.com/embeddings-benchmark/mteb)*