Transfer dataset from KoseiUemura

README.md

@@ -0,0 +1,1064 @@
+---
+annotations_creators:
+- human-annotated
+language:
+- afr
+- amh
+- arq
+- ary
+- cdo
+- deu
+- eng
+- gaz
+- hau
+- hin
+- ibo
+- ind
+- jav
+- kin
+- mar
+- pcm
+- ron
+- rus
+- som
+- spa
+- sun
+- swa
+- swe
+- tat
+- tir
+- ukr
+- vmw
+- xho
+- yor
+- zul
+license: cc-by-4.0
+multilinguality: multilingual
+source_datasets:
+- llama-lang-adapt/EmotionAnalysisFinal
+task_categories:
+- text-classification
+task_ids:
+- sentiment-classification
+dataset_info:
+- config_name: afr
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 108045.0
+    num_examples: 1065
+  - name: train
+    num_bytes: 10095.0
+    num_examples: 98
+  download_size: 78096
+  dataset_size: 118140.0
+- config_name: amh
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 469331.2807215333
+    num_examples: 1772
+  - name: train
+    num_bytes: 159424.0
+    num_examples: 592
+  download_size: 341676
+  dataset_size: 628755.2807215333
+- config_name: arq
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 144068.1019955654
+    num_examples: 901
+  - name: train
+    num_bytes: 16253.0
+    num_examples: 100
+  download_size: 81131
+  dataset_size: 160321.1019955654
+- config_name: ary
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 116400.35467980296
+    num_examples: 809
+  - name: train
+    num_bytes: 37747.0
+    num_examples: 267
+  download_size: 94836
+  dataset_size: 154147.35467980296
+- config_name: chn
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 16913.339894019682
+    num_examples: 92
+  - name: train
+    num_bytes: 883.725
+    num_examples: 5
+  download_size: 16739
+  dataset_size: 17797.06489401968
+- config_name: deu
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 636845.2258064516
+    num_examples: 2598
+  - name: train
+    num_bytes: 48760.0
+    num_examples: 200
+  download_size: 447925
+  dataset_size: 685605.2258064516
+- config_name: eng
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 275236.7705095772
+    num_examples: 2754
+  - name: train
+    num_bytes: 11081.637931034482
+    num_examples: 115
+  download_size: 174757
+  dataset_size: 286318.4084406117
+- config_name: esp
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 117654.0
+    num_examples: 1695
+  - name: train
+    num_bytes: 14366.0
+    num_examples: 184
+  download_size: 83426
+  dataset_size: 132020.0
+- config_name: gaz
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 279017.94770482276
+    num_examples: 1691
+  - name: train
+    num_bytes: 97310.73519163764
+    num_examples: 571
+  download_size: 254657
+  dataset_size: 376328.6828964604
+- config_name: hau
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 102892.0
+    num_examples: 1080
+  - name: train
+    num_bytes: 34146.0
+    num_examples: 356
+  download_size: 91729
+  dataset_size: 137038.0
+- config_name: hin
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 217653.0
+    num_examples: 1010
+  - name: train
+    num_bytes: 21462.0
+    num_examples: 100
+  download_size: 106776
+  dataset_size: 239115.0
+- config_name: ibo
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 115990.25831024931
+    num_examples: 1411
+  - name: train
+    num_bytes: 39216.95615866388
+    num_examples: 478
+  download_size: 88887
+  dataset_size: 155207.21446891318
+- config_name: ind
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 87773.0
+    num_examples: 851
+  - name: train
+    num_bytes: 15285.0
+    num_examples: 156
+  download_size: 67219
+  dataset_size: 103058.0
+- config_name: jav
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 93396.0
+    num_examples: 837
+  - name: train
+    num_bytes: 16121.0
+    num_examples: 151
+  download_size: 73615
+  dataset_size: 109517.0
+- config_name: kin
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 183324.3476848091
+    num_examples: 1226
+  - name: train
+    num_bytes: 61004.74201474201
+    num_examples: 405
+  download_size: 160281
+  dataset_size: 244329.0896995511
+- config_name: mar
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 234673.0
+    num_examples: 1000
+  - name: train
+    num_bytes: 21003.0
+    num_examples: 100
+  download_size: 105651
+  dataset_size: 255676.0
+- config_name: pcm
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 245948.0
+    num_examples: 1870
+  - name: train
+    num_bytes: 85256.0
+    num_examples: 620
+  download_size: 207816
+  dataset_size: 331204.0
+- config_name: ron
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 140555.2797140304
+    num_examples: 1118
+  - name: train
+    num_bytes: 15305.0
+    num_examples: 123
+  download_size: 103058
+  dataset_size: 155860.2797140304
+- config_name: rus
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 118911.002
+    num_examples: 947
+  - name: train
+    num_bytes: 22367.48743718593
+    num_examples: 190
+  download_size: 85267
+  dataset_size: 141278.48943718593
+- config_name: som
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 289372.23172169813
+    num_examples: 1693
+  - name: train
+    num_bytes: 95307.8445229682
+    num_examples: 560
+  download_size: 261147
+  dataset_size: 384680.07624466636
+- config_name: sun
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 88659.0
+    num_examples: 926
+  - name: train
+    num_bytes: 19124.0
+    num_examples: 199
+  download_size: 70761
+  dataset_size: 107783.0
+- config_name: swe
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 239988.18686868687
+    num_examples: 1149
+  - name: train
+    num_bytes: 38948.365
+    num_examples: 193
+  download_size: 182457
+  dataset_size: 278936.55186868686
+- config_name: swh
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 153837.1497584541
+    num_examples: 1640
+  - name: train
+    num_bytes: 51577.10526315789
+    num_examples: 549
+  download_size: 145852
+  dataset_size: 205414.25502161199
+- config_name: tat
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 118466.28
+    num_examples: 958
+  - name: train
+    num_bytes: 23679.825
+    num_examples: 195
+  download_size: 85339
+  dataset_size: 142146.105
+- config_name: tir
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 467038.79673913046
+    num_examples: 1838
+  - name: train
+    num_bytes: 159966.0
+    num_examples: 614
+  download_size: 348855
+  dataset_size: 627004.7967391305
+- config_name: ukr
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 259638.72649955237
+    num_examples: 2233
+  - name: train
+    num_bytes: 29586.0
+    num_examples: 249
+  download_size: 170714
+  dataset_size: 289224.7264995524
+- config_name: vmw
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 73160.0
+    num_examples: 777
+  - name: train
+    num_bytes: 23938.0
+    num_examples: 258
+  download_size: 66824
+  dataset_size: 97098.0
+- config_name: xho
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 104948.0
+    num_examples: 1594
+  - name: train
+    num_bytes: 44368.0
+    num_examples: 682
+  download_size: 95386
+  dataset_size: 149316.0
+- config_name: yor
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 170003.0
+    num_examples: 1500
+  - name: train
+    num_bytes: 54902.0
+    num_examples: 497
+  download_size: 144492
+  dataset_size: 224905.0
+- config_name: zul
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    sequence: int64
+  splits:
+  - name: validation
+    num_bytes: 0
+    num_examples: 0
+  - name: test
+    num_bytes: 135132.3106985833
+    num_examples: 2040
+  - name: train
+    num_bytes: 58290.45942857143
+    num_examples: 873
+  download_size: 136624
+  dataset_size: 193422.7701271547
+configs:
+- config_name: afr
+  data_files:
+  - split: validation
+    path: afr/validation-*
+  - split: test
+    path: afr/test-*
+  - split: train
+    path: afr/train-*
+- config_name: amh
+  data_files:
+  - split: validation
+    path: amh/validation-*
+  - split: test
+    path: amh/test-*
+  - split: train
+    path: amh/train-*
+- config_name: arq
+  data_files:
+  - split: validation
+    path: arq/validation-*
+  - split: test
+    path: arq/test-*
+  - split: train
+    path: arq/train-*
+- config_name: ary
+  data_files:
+  - split: validation
+    path: ary/validation-*
+  - split: test
+    path: ary/test-*
+  - split: train
+    path: ary/train-*
+- config_name: chn
+  data_files:
+  - split: validation
+    path: chn/validation-*
+  - split: test
+    path: chn/test-*
+  - split: train
+    path: chn/train-*
+- config_name: deu
+  data_files:
+  - split: validation
+    path: deu/validation-*
+  - split: test
+    path: deu/test-*
+  - split: train
+    path: deu/train-*
+- config_name: eng
+  data_files:
+  - split: validation
+    path: eng/validation-*
+  - split: test
+    path: eng/test-*
+  - split: train
+    path: eng/train-*
+- config_name: esp
+  data_files:
+  - split: validation
+    path: esp/validation-*
+  - split: test
+    path: esp/test-*
+  - split: train
+    path: esp/train-*
+- config_name: gaz
+  data_files:
+  - split: validation
+    path: gaz/validation-*
+  - split: test
+    path: gaz/test-*
+  - split: train
+    path: gaz/train-*
+- config_name: hau
+  data_files:
+  - split: validation
+    path: hau/validation-*
+  - split: test
+    path: hau/test-*
+  - split: train
+    path: hau/train-*
+- config_name: hin
+  data_files:
+  - split: validation
+    path: hin/validation-*
+  - split: test
+    path: hin/test-*
+  - split: train
+    path: hin/train-*
+- config_name: ibo
+  data_files:
+  - split: validation
+    path: ibo/validation-*
+  - split: test
+    path: ibo/test-*
+  - split: train
+    path: ibo/train-*
+- config_name: ind
+  data_files:
+  - split: validation
+    path: ind/validation-*
+  - split: test
+    path: ind/test-*
+  - split: train
+    path: ind/train-*
+- config_name: jav
+  data_files:
+  - split: validation
+    path: jav/validation-*
+  - split: test
+    path: jav/test-*
+  - split: train
+    path: jav/train-*
+- config_name: kin
+  data_files:
+  - split: validation
+    path: kin/validation-*
+  - split: test
+    path: kin/test-*
+  - split: train
+    path: kin/train-*
+- config_name: mar
+  data_files:
+  - split: validation
+    path: mar/validation-*
+  - split: test
+    path: mar/test-*
+  - split: train
+    path: mar/train-*
+- config_name: pcm
+  data_files:
+  - split: validation
+    path: pcm/validation-*
+  - split: test
+    path: pcm/test-*
+  - split: train
+    path: pcm/train-*
+- config_name: ron
+  data_files:
+  - split: validation
+    path: ron/validation-*
+  - split: test
+    path: ron/test-*
+  - split: train
+    path: ron/train-*
+- config_name: rus
+  data_files:
+  - split: validation
+    path: rus/validation-*
+  - split: test
+    path: rus/test-*
+  - split: train
+    path: rus/train-*
+- config_name: som
+  data_files:
+  - split: validation
+    path: som/validation-*
+  - split: test
+    path: som/test-*
+  - split: train
+    path: som/train-*
+- config_name: sun
+  data_files:
+  - split: validation
+    path: sun/validation-*
+  - split: test
+    path: sun/test-*
+  - split: train
+    path: sun/train-*
+- config_name: swe
+  data_files:
+  - split: validation
+    path: swe/validation-*
+  - split: test
+    path: swe/test-*
+  - split: train
+    path: swe/train-*
+- config_name: swh
+  data_files:
+  - split: validation
+    path: swh/validation-*
+  - split: test
+    path: swh/test-*
+  - split: train
+    path: swh/train-*
+- config_name: tat
+  data_files:
+  - split: validation
+    path: tat/validation-*
+  - split: test
+    path: tat/test-*
+  - split: train
+    path: tat/train-*
+- config_name: tir
+  data_files:
+  - split: validation
+    path: tir/validation-*
+  - split: test
+    path: tir/test-*
+  - split: train
+    path: tir/train-*
+- config_name: ukr
+  data_files:
+  - split: validation
+    path: ukr/validation-*
+  - split: test
+    path: ukr/test-*
+  - split: train
+    path: ukr/train-*
+- config_name: vmw
+  data_files:
+  - split: validation
+    path: vmw/validation-*
+  - split: test
+    path: vmw/test-*
+  - split: train
+    path: vmw/train-*
+- config_name: xho
+  data_files:
+  - split: validation
+    path: xho/validation-*
+  - split: test
+    path: xho/test-*
+  - split: train
+    path: xho/train-*
+- config_name: yor
+  data_files:
+  - split: validation
+    path: yor/validation-*
+  - split: test
+    path: yor/test-*
+  - split: train
+    path: yor/train-*
+- config_name: zul
+  data_files:
+  - split: validation
+    path: zul/validation-*
+  - split: test
+    path: zul/test-*
+  - split: train
+    path: zul/train-*
+tags:
+- mteb
+- text
+---
+<!-- adapted from https://github.com/huggingface/huggingface_hub/blob/v0.30.2/src/huggingface_hub/templates/datasetcard_template.md -->
+
+<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;">EmotionAnalysisPlus</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>
+
+Multi-label emotion classification dataset for 28 languages released with the BRIGHTER project and SemEval-2025 Task 11.
+
+|               |                                             |
+|---------------|---------------------------------------------|
+| Task category | t2c                              |
+| Domains       | Social, Written                               |
+| Reference     | https://github.com/emotion-analysis-project/SemEval2025-Task11 |
+
+Source datasets:
+- [llama-lang-adapt/EmotionAnalysisFinal](https://huggingface.co/datasets/llama-lang-adapt/EmotionAnalysisFinal)
+
+
+## Dataset Preparation in MTEB
+
+This repository is a staging copy of `llama-lang-adapt/EmotionAnalysisFinal` for MTEB. The intended long-term canonical benchmark copy is `mteb/EmotionAnalysis`.
+
+### Transformations
+- Converted per-emotion indicator columns into the MTEB multi-label format: `label: list[int]`
+- Preserved the task-facing subset names, including `gaz` and `swh`, while sourcing from the original Hub configs
+- Backfilled a `train` split where missing for benchmark compatibility before cleaning
+- Applied dataset cleaning before upload to reduce duplicates and copied-train overlap in the staging copy
+
+### Label Schema
+- `0`: anger
+- `1`: disgust
+- `2`: fear
+- `3`: joy
+- `4`: sadness
+- `5`: surprise
+
+### Splits and subsets
+- Language-specific configs from the benchmark task are preserved
+- The staged copy includes the cleaned train/validation/test-style splits used by `EmotionAnalysisPlus`
+
+## How to evaluate on this task
+
+You can evaluate an embedding model on this dataset using the following code:
+
+```python
+import mteb
+
+task = mteb.get_task("EmotionAnalysisPlus")
+evaluator = mteb.MTEB([task])
+
+model = mteb.get_model(YOUR_MODEL)
+evaluator.run(model)
+```
+
+<!-- Datasets want link to arxiv in readme to autolink dataset with paper -->
+To learn more about how to run models on `mteb` task check out the [GitHub repository](https://github.com/embeddings-benchmark/mteb).
+
+## Citation
+
+If you use this dataset, please cite the dataset as well as [mteb](https://github.com/embeddings-benchmark/mteb), as this dataset likely includes additional processing as a part of the [MMTEB Contribution](https://github.com/embeddings-benchmark/mteb/tree/main/docs/mmteb).
+
+```bibtex
+
+
+@article{enevoldsen2025mmtebmassivemultilingualtext,
+  title={MMTEB: Massive Multilingual Text Embedding Benchmark},
+  author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and Márton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemiński and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystrøm and Roman Solomatin and Ömer Çağatan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafał Poświata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Björn Plüster and Jan Philipp Harries and Loïc Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek Šuppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael Günther and Mengzhou Xia and Weijia Shi and Xing Han Lù and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff},
+  publisher = {arXiv},
+  journal={arXiv preprint arXiv:2502.13595},
+  year={2025},
+  url={https://arxiv.org/abs/2502.13595},
+  doi = {10.48550/arXiv.2502.13595},
+}
+
+@article{muennighoff2022mteb,
+  author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Loïc and Reimers, Nils},
+  title = {MTEB: Massive Text Embedding Benchmark},
+  publisher = {arXiv},
+  journal={arXiv preprint arXiv:2210.07316},
+  year = {2022}
+  url = {https://arxiv.org/abs/2210.07316},
+  doi = {10.48550/ARXIV.2210.07316},
+}
+```
+
+# 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("EmotionAnalysisPlus")
+
+desc_stats = task.metadata.descriptive_stats
+```
+
+```json
+{
+    "validation": {
+        "num_samples": 9913,
+        "number_texts_intersect_with_train": 9912,
+        "text_statistics": {
+            "total_text_length": 913579,
+            "min_text_length": 6,
+            "average_text_length": 92.15968929688287,
+            "max_text_length": 2022,
+            "unique_texts": 9912
+        },
+        "image_statistics": null,
+        "audio_statistics": null,
+        "label_statistics": {
+            "min_labels_per_text": 0,
+            "average_label_per_text": 0.9135478664380107,
+            "max_labels_per_text": 5,
+            "unique_labels": 7,
+            "labels": {
+                "3": {
+                    "count": 1956
+                },
+                "None": {
+                    "count": 2679
+                },
+                "2": {
+                    "count": 721
+                },
+                "0": {
+                    "count": 1509
+                },
+                "1": {
+                    "count": 1584
+                },
+                "4": {
+                    "count": 2091
+                },
+                "5": {
+                    "count": 1195
+                }
+            }
+        }
+    },
+    "test": {
+        "num_samples": 43882,
+        "number_texts_intersect_with_train": 17,
+        "text_statistics": {
+            "total_text_length": 4126105,
+            "min_text_length": 3,
+            "average_text_length": 94.02727769928444,
+            "max_text_length": 3779,
+            "unique_texts": 43848
+        },
+        "image_statistics": null,
+        "audio_statistics": null,
+        "label_statistics": {
+            "min_labels_per_text": 0,
+            "average_label_per_text": 1.0114169819060206,
+            "max_labels_per_text": 6,
+            "unique_labels": 7,
+            "labels": {
+                "3": {
+                    "count": 9680
+                },
+                "None": {
+                    "count": 10566
+                },
+                "4": {
+                    "count": 9202
+                },
+                "2": {
+                    "count": 4844
+                },
+                "0": {
+                    "count": 7680
+                },
+                "1": {
+                    "count": 6957
+                },
+                "5": {
+                    "count": 6020
+                }
+            }
+        }
+    },
+    "train": {
+        "num_samples": 9913,
+        "number_texts_intersect_with_train": null,
+        "text_statistics": {
+            "total_text_length": 913579,
+            "min_text_length": 6,
+            "average_text_length": 92.15968929688287,
+            "max_text_length": 2022,
+            "unique_texts": 9912
+        },
+        "image_statistics": null,
+        "audio_statistics": null,
+        "label_statistics": {
+            "min_labels_per_text": 0,
+            "average_label_per_text": 0.9135478664380107,
+            "max_labels_per_text": 5,
+            "unique_labels": 7,
+            "labels": {
+                "3": {
+                    "count": 1956
+                },
+                "None": {
+                    "count": 2679
+                },
+                "2": {
+                    "count": 721
+                },
+                "0": {
+                    "count": 1509
+                },
+                "1": {
+                    "count": 1584
+                },
+                "4": {
+                    "count": 2091
+                },
+                "5": {
+                    "count": 1195
+                }
+            }
+        }
+    }
+}
+```
+
+</details>
+
+---
+*This dataset card was automatically generated using [MTEB](https://github.com/embeddings-benchmark/mteb)*

afr/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:100ac09e89ef6ab7b1326c5a6d71336a2a10cba2a1e647fa32fac2bf6b2f5b15
+size 68484

afr/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:49273388b8b76fb77d49a54a2fa4e7baec5350f588f9d7743bfd5b72c04a5652
+size 8699

afr/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

amh/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed6c622a2642bde20c04c4ad1f39653e1fdfddc55435d2888251abe5865ac042
+size 253293

amh/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:844438664bfa12618bc23606f7181588bd771702e5762e3b6f1f605f787e91a0
+size 87470

amh/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

arq/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:967849e17ecce369c6a89b051558c08828685f6ce67c582f33ce285f19fc7958
+size 70063

arq/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a60b01dde86a6f1a621364cf1c434ac90b607dd6285296507f83c0ed17361e4
+size 10155

arq/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

ary/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac6565d6f0e52d04656ba9be14a2c4ae6335e0ad26e6dc103986a82dab996945
+size 69762

ary/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f3b875e43d539b8183414425b18a88b6379d3bad80a5c5e91455fe2a15dac48
+size 24161

ary/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

chn/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b99ec38d8f0e8d71bfebbe9ad0b217d9d1da65c22600f634d69e2c472b08d6d
+size 13647

chn/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4187fa58b40616909bcd50272b8b609f3de4e090dcf150d34024d2862dde67a
+size 2179

chn/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

deu/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73fd4cd3401375b7b0bbb7756a9e34a8c1c7cca1da725957ba141882f50ef7b0
+size 413288

deu/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee33027ff6cc41057820efbcbc8e316b8c63ce774378baaa607128820f4d88d5
+size 33724

deu/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

eng/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:77b51b68865c1cac0e20cfa91de92f02d08d175ceb66457c93f79786634a98c5
+size 165301

eng/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e615b570c6cae94ad5a09d7b07f093da4ce2fd3957847be8f98b31e06b027358
+size 8543

eng/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

esp/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64cd1d5c3cd573de2b92af4db98a7b5745eada9f9f859951d10037e695316f25
+size 71894

esp/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5296883084dc33aec515e455953efd9cb5d451da22244bdac6c395b2e90ce88f
+size 10619

esp/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

gaz/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10784e2bf9cd07a5b5c8cf37ddf7dd19d085ec9b44b130d7167f8d90a9cecfd0
+size 187310

gaz/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:00c6f829724008303ae9e437aa0665c664a880b665bb88c05a5907150283c238
+size 66434

gaz/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

hau/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e6780bf68bb32a3d9dc5db9969309ec30d397394a59aa6454d3f2ce292ebfdeb
+size 67190

hau/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9aa16079e9cb5f5e94e971e7df2e93fa8adb3d384e19887b3ee534fda73374e8
+size 23626

hau/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

hin/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a8d98b47691753b60fb05ea64429bce1f0a12dba11662c44eff42506018d2b9
+size 94072

hin/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37a0578bd50b1c603df564497bf46a223f106580f4e78c211e37d68147e31d8b
+size 11791

hin/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

ibo/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21ab9d4567cc9e240887c62bc1d294fe6d66253ff532cd67cef4e0f04e579b1a
+size 65281

ibo/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:333620a7aecaaef4304adc90cc0afc33f3b540cb8798b32c05aa00fa9653ba5a
+size 22693

ibo/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

ind/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f14821efd903f2aba95988a2a13de10506fc263437eb4e1ec49ba7fbcef4057f
+size 54999

ind/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6de45ecf91ede5bd7742433de7581779ed124929b00562e81c866eccc19b7857
+size 11307

ind/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

jav/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89ff02a7628889c4b9a4358cbb53c2b92e8f5c2cc94ae6b355949ae7882a9c76
+size 60539

jav/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be9a353f18c194361a1d29b32217c1cda4841374a55ef7b6d57e010976477dc8
+size 12163

jav/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

kin/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e847b674a4730835703486165b98c933a4adb5b6b79e11dc81357add195fd79c
+size 119125

kin/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8687a870ace2fac09cdf52f171aefa1dad499e3b2d7837ad4c9b8e7c6a78a7b0
+size 40243

kin/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

mar/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6694611f7fe18faf35ca07246d7c4831455ad2a6c4a5c26b488e3a8f6963400
+size 93874

mar/train-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:caf94c9c925c309399cf3c5a2cfa48db64c6492aad9ae9fe0c9692a5fba85eb9
+size 10864

mar/validation-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f951ea7d45f4893ffe41f1be288d409b86f82c15c76688e60d70b0790d96bfce
+size 913

pcm/test-00000-of-00001.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c28be0d3663d776ea3bd5c73caeba0b4039584f4d321d18420c680937bb5a71f
+size 152946