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README.md

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+---
+configs:
+- config_name: asr_train_dev
+  data_files:
+  - split: train
+    path: asr_train_dev/HF_train*
+  - split: validation
+    path: asr_train_dev/HF_dev*
+
+- config_name: slid_train_dev
+  data_files:
+  - split: train
+    path: slid_train_dev/HF_train*
+  - split: validation
+    path: slid_train_dev/HF_dev*
+
+- config_name: tts_train_dev
+  data_files:
+  - split: train
+    path: tts_train_dev/HF_train*
+  - split: validation
+    path: tts_train_dev/HF_dev*
+    
+- config_name: tts_test_ewe
+  data_files:
+  - split: test
+    path: tts_test/HF_test-ewe*
+- config_name: tts_test_kin
+  data_files:
+  - split: test
+    path: tts_test/HF_test-kin*
+- config_name: tts_test_Asante-twi
+  data_files:
+  - split: test
+    path: tts_test/HF_test-Asante-twi*
+- config_name: tts_test_yor
+  data_files:
+  - split: test
+    path: tts_test/HF_test-yor*
+    
+- config_name: tts_test_wol
+  data_files:
+  - split: test
+    path: tts_test/HF_test-wol*
+    
+- config_name: tts_test_hau
+  data_files:
+  - split: test
+    path: tts_test/HF_test-hau*
+    
+- config_name: tts_test_lin
+  data_files:
+  - split: test
+    path: tts_test/HF_test-lin*
+    
+- config_name: tts_test_xho
+  data_files:
+  - split: test
+    path: tts_test/HF_test-xho*
+    
+- config_name: tts_test_tsn
+  data_files:
+  - split: test
+    path: tts_test/HF_test-tsn*
+    
+- config_name: tts_test_afr
+  data_files:
+  - split: test
+    path: tts_test/HF_test-afr*
+    
+- config_name: tts_test_sot
+  data_files:
+  - split: test
+    path: tts_test/HF_test-sot*
+    
+- config_name: tts_test_Akuapim-twi
+  data_files:
+  - split: test
+    path: tts_test/HF_test-Akuapim-twi*
+
+
+- config_name: slid_61_test
+  data_files:
+  - split: test
+    path: slid_test/HF_merged_slid_test_61*
+    
+- config_name: asr_test_Akuapim-twi
+  data_files:
+  - split: test
+    path: asr_test/HF_test-Akuapim-twi*
+- config_name: asr_test_Asante-twi
+  data_files:
+  - split: test
+    path: asr_test/HF_test-Asante-twi*
+- config_name: asr_test_afr
+  data_files:
+  - split: test
+    path: asr_test/HF_test-afr*
+- config_name: asr_test_amh
+  data_files:
+  - split: test
+    path: asr_test/HF_test-amh*
+- config_name: asr_test_bas
+  data_files:
+  - split: test
+    path: asr_test/HF_test-bas*
+- config_name: asr_test_bem
+  data_files:
+  - split: test
+    path: asr_test/HF_test-bem*
+- config_name: asr_test_dav
+  data_files:
+  - split: test
+    path: asr_test/HF_test-dav*
+- config_name: asr_test_dyu
+  data_files:
+  - split: test
+    path: asr_test/HF_test-dyu*
+- config_name: asr_test_fat
+  data_files:
+  - split: test
+    path: asr_test/HF_test-fat*
+- config_name: asr_test_fon
+  data_files:
+  - split: test
+    path: asr_test/HF_test-fon*
+- config_name: asr_test_fuc
+  data_files:
+  - split: test
+    path: asr_test/HF_test-fuc*
+- config_name: asr_test_fuf
+  data_files:
+  - split: test
+    path: asr_test/HF_test-fuf*
+- config_name: asr_test_gaa
+  data_files:
+  - split: test
+    path: asr_test/HF_test-gaa*
+- config_name: asr_test_hau
+  data_files:
+  - split: test
+    path: asr_test/HF_test-hau*
+- config_name: asr_test_ibo
+  data_files:
+  - split: test
+    path: asr_test/HF_test-ibo*
+- config_name: asr_test_kab
+  data_files:
+  - split: test
+    path: asr_test/HF_test-kab*
+- config_name: asr_test_kin
+  data_files:
+  - split: test
+    path: asr_test/HF_test-kin*
+- config_name: asr_test_kln
+  data_files:
+  - split: test
+    path: asr_test/HF_test-kln*
+- config_name: asr_test_loz
+  data_files:
+  - split: test
+    path: asr_test/HF_test-loz*
+- config_name: asr_test_lug
+  data_files:
+  - split: test
+    path: asr_test/HF_test-lug*
+- config_name: asr_test_luo
+  data_files:
+  - split: test
+    path: asr_test/HF_test-luo*
+- config_name: asr_test_mlq
+  data_files:
+  - split: test
+    path: asr_test/HF_test-mlq*
+- config_name: asr_test_nbl
+  data_files:
+  - split: test
+    path: asr_test/HF_test-nbl*
+- config_name: asr_test_nso
+  data_files:
+  - split: test
+    path: asr_test/HF_test-nso*
+- config_name: asr_test_nya
+  data_files:
+  - split: test
+    path: asr_test/HF_test-nya*
+- config_name: asr_test_sot
+  data_files:
+  - split: test
+    path: asr_test/HF_test-sot*
+- config_name: asr_test_srr
+  data_files:
+  - split: test
+    path: asr_test/HF_test-srr*
+- config_name: asr_test_ssw
+  data_files:
+  - split: test
+    path: asr_test/HF_test-ssw*
+- config_name: asr_test_sus
+  data_files:
+  - split: test
+    path: asr_test/HF_test-sus*
+- config_name: asr_test_swa
+  data_files:
+  - split: test
+    path: asr_test/HF_test-sw*
+- config_name: asr_test_tig
+  data_files:
+  - split: test
+    path: asr_test/HF_test-tig*
+- config_name: asr_test_tir
+  data_files:
+  - split: test
+    path: asr_test/HF_test-tir*
+- config_name: asr_test_toi
+  data_files:
+  - split: test
+    path: asr_test/HF_test-toi*
+- config_name: asr_test_tsn
+  data_files:
+  - split: test
+    path: asr_test/HF_test-tsn*
+- config_name: asr_test_tso
+  data_files:
+  - split: test
+    path: asr_test/HF_test-tso*
+- config_name: asr_test_twi
+  data_files:
+  - split: test
+    path: asr_test/HF_test-twi*
+- config_name: asr_test_ven
+  data_files:
+  - split: test
+    path: asr_test/HF_test-ven*
+- config_name: asr_test_wol
+  data_files:
+  - split: test
+    path: asr_test/HF_test-wol*
+- config_name: asr_test_xho
+  data_files:
+  - split: test
+    path: asr_test/HF_test-xho*
+- config_name: asr_test_yor
+  data_files:
+  - split: test
+    path: asr_test/HF_test-yor*
+- config_name: asr_test_zgh
+  data_files:
+  - split: test
+    path: asr_test/HF_test-zgh*
+- config_name: asr_test_zul
+  data_files:
+  - split: test
+    path: asr_test/HF_test-zul*
+
+
+
+language:
+  - afr  # Afrikaans
+  - amh  # Amharic
+  - bas  # Basaa
+  - bem  # Bemba
+  - dyu  # Dyula
+  - ee   # Ewe
+  - fat  # Fanti
+  - fon  # Fon
+  - fra  # French
+  - fuc  # Pulaar
+  - fuf  # Pular
+  - gaa  # Ga
+  - hau  # Hausa
+  - ibo  # Igbo
+  - kab  # Kabyle
+  - kin  # Kinyarwanda
+  - kln  # Kalenjin
+  - kon  # Kongo
+  - lin  # Lingala
+  - loz  # Lozi
+  - lug  # Ganda
+  - luo  # Luo
+  - mlq  # Western Maninkakan
+  - nbl  # South Ndebele
+  - nso  # Northern Sotho
+  - nya  # Nyanja
+  - orm  # Oromo
+  - por  # Portuguese
+  - sna  # Shona
+  - som  # Somali
+  - sot  # Southern Sotho
+  - ssw  # Swati
+  - swa  # Swahili
+  - tir  # Tigrinya
+  - tig  # Tigre
+  - toi  # Tonga (Zambia)
+  - tsn  # Tswana
+  - tso  # Tsonga
+  - twi  # Twi
+  - ven  # Venda
+  - wol  # Wolof
+  - xho  # Xhosa
+  - yor  # Yoruba
+  - zul  # Zulu
+  - zgh  # Standard Moroccan Tamazight
+  - aka  # Akan (Akuapim/Asante Twi variants)
+  - mos  # Mossi
+  - umb  # Umbundu
+  - din  # Dinka
+  - sag  # Sango
+  - mlg  # Malagasy
+
+license: cc-by-4.0
+
+tags:
+  - automatic-speech-recognition
+  - text-to-speech
+  - spoken-language-identification
+  - speech
+  - audio
+  - african-languages
+  - multilingual
+  - low-resource
+  - benchmark
+  - simbabench
+  - simba
+
+task_categories:
+  - automatic-speech-recognition
+  - text-to-speech
+  - audio-classification
+
+models:
+  - UBC-NLP/Simba-S
+  - UBC-NLP/Simba-M
+  - UBC-NLP/Simba-H
+  - UBC-NLP/Simba-W
+  - UBC-NLP/Simba-X
+  - UBC-NLP/Simba-TTS-twi-asanti
+  - UBC-NLP/Simba-TTS-lin
+  - UBC-NLP/Simba-TTS-sot
+  - UBC-NLP/Simba-TTS-tsn
+  - UBC-NLP/Simba-TTS-xho
+  - UBC-NLP/Simba-TTS-twi-akuapem
+  - UBC-NLP/Simba-TTS-afr
+datasets:
+  - UBC-NLP/SimbaBench
+---
+
+
+
+
+<div align="center">
+
+<img src="https://africa.dlnlp.ai/simba/images/VoC_logo.png" alt="VoC Logo">
+
+[![EMNLP 2025 Paper](https://img.shields.io/badge/EMNLP_2025-Paper-B31B1B?style=for-the-badge&logo=arxiv&logoColor=B31B1B&labelColor=FFCDD2)](https://aclanthology.org/2025.emnlp-main.559/)
+[![Official Website](https://img.shields.io/badge/Official-Website-2EA44F?style=for-the-badge&logo=googlechrome&logoColor=2EA44F&labelColor=C8E6C9)](https://africa.dlnlp.ai/simba/)
+[![SimbaBench](https://img.shields.io/badge/SimbaBench-Benchmark-8A2BE2?style=for-the-badge&logo=googlecharts&logoColor=8A2BE2&labelColor=E1BEE7)](https://huggingface.co/spaces/UBC-NLP/SimbaBench)
+[![GitHub Repository](https://img.shields.io/badge/GitHub-Repository-181717?style=for-the-badge&logo=github&logoColor=181717&labelColor=E0E0E0)](https://github.com/UBC-NLP/simba)
+[![Hugging Face](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-FFD21E?style=for-the-badge&logoColor=181717&labelColor=FFF9C4)](https://huggingface.co/collections/UBC-NLP/simba-speech-series)
+[![Hugging Face Dataset](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Dataset-FFD21E?style=for-the-badge&logoColor=181717&labelColor=FFF9C4)](https://huggingface.co/datasets/UBC-NLP/SimbaBench_dataset)
+
+
+</div>
+
+
+## SibmaBench Data Release & Benchmarking
+
+To evaluate your model on **SimbaBench** across all supported tasks (ASR, TTS, and SLID), simply load the corresponding configuration for the task and language you wish to benchmark.
+
+Each task is organized by configuration name (e.g., `asr_test_afr`, `tts_test_wol`, `slid_61_test`). Loading a configuration provides the standardized evaluation split for that specific benchmark.
+
+Example:
+
+```python
+from datasets import load_dataset
+
+data = load_dataset("UBC-NLP/SimbaBench_dataset", "asr_test_afr")
+```
+```
+DatasetDict({
+    test: Dataset({
+        features: ['split', 'benchmark_id', 'audio', 'text', 'duration_s', 'lang_iso3', 'lang_name'],
+        num_rows: 1000
+    })
+})
+
+```
+``` python
+data['test'][0]
+```
+```
+{'split': 'test',
+ 'benchmark_id': 'afr_Lwazi_afr_test_idx3889',
+ 'audio': {'path': None,
+  'array': array([ 4.27246094e-04,  7.62939453e-04,  6.71386719e-04, ...,
+         -3.05175781e-04, -2.13623047e-04, -6.10351562e-05]),
+  'sampling_rate': 16000},
+ 'text': 'watter, verontwaardiging sou daar, in ons binneste gewees het?',
+ 'duration_s': 5.119999885559082,
+ 'lang_iso3': 'afr',
+ 'lang_name': 'Afrikaans'}
+
+```
+
+## 📌 ASR Evaluation Configurations
+
+| Config Name | Language | ISO | # Samples | # Hours |
+|-------------|----------|-----|----------|--------|
+| asr_test_Akuapim-twi | Akuapim-twi | Akuapim-twi | 1,000 | 1.35 |
+| asr_test_Asante-twi | Asante-twi | Asante-twi | 1,000 | 0.97 |
+| asr_test_afr | Afrikaans | afr | 1,000 | 0.87 |
+| asr_test_amh | Amharic | amh | 581 | 1.12 |
+| asr_test_bas | Basaa | bas | 582 | 0.76 |
+| asr_test_bem | Bemba | bem | 1,000 | 2.15 |
+| asr_test_dav | Taita | dav | 878 | 1.17 |
+| asr_test_dyu | Dyula | dyu | 59 | 0.10 |
+| asr_test_fat | Fanti | fat | 1,000 | 1.38 |
+| asr_test_fon | Fon | fon | 1,000 | 0.66 |
+| asr_test_fuc | Pulaar | fuc | 100 | 0.10 |
+| asr_test_fuf | Pular | fuf | 129 | 0.03 |
+| asr_test_gaa | Ga | gaa | 1,000 | 1.52 |
+| asr_test_hau | Hausa | hau | 681 | 0.89 |
+| asr_test_ibo | Igbo | ibo | 5 | 0.01 |
+| asr_test_kab | Kabyle | kab | 1,000 | 1.05 |
+| asr_test_kin | Kinyarwanda | kin | 1,000 | 1.50 |
+| asr_test_kln | Kalenjin | kln | 1,000 | 1.50 |
+| asr_test_loz | Lozi | loz | 399 | 0.91 |
+| asr_test_lug | Ganda | lug | 1,000 | 1.65 |
+| asr_test_luo | Luo (Kenya and Tanzania) | luo | 1,000 | 1.31 |
+| asr_test_mlq | Western Maninkakan | mlq | 182 | 0.04 |
+| asr_test_nbl | South Ndebele | nbl | 1,000 | 1.12 |
+| asr_test_nso | Northern Sotho | nso | 1,000 | 0.88 |
+| asr_test_nya | Nyanja | nya | 428 | 1.31 |
+| asr_test_sot | Southern Sotho | sot | 1,000 | 0.82 |
+| asr_test_srr | Serer | srr | 899 | 2.84 |
+| asr_test_ssw | Swati | ssw | 1,000 | 0.93 |
+| asr_test_sus | Susu | sus | 210 | 0.05 |
+| asr_test_swa | Swahili | swa | 1,000 | 1.23 |
+| asr_test_tig | Tigre | tig | 185 | 0.33 |
+| asr_test_tir | Tigrinya | tir | 7 | 0.01 |
+| asr_test_toi | Tonga (Zambia) | toi | 463 | 1.47 |
+| asr_test_tsn | Tswana | tsn | 1,000 | 0.82 |
+| asr_test_tso | Tsonga | tso | 1,000 | 0.99 |
+| asr_test_twi | Twi | twi | 12 | 0.02 |
+| asr_test_ven | Venda | ven | 1,000 | 0.92 |
+| asr_test_wol | Wolof | wol | 1,000 | 1.19 |
+| asr_test_xho | Xhosa | xho | 1,000 | 0.92 |
+| asr_test_yor | Yoruba | yor | 359 | 0.42 |
+| asr_test_zgh | Standard Moroccan Tamazight | zgh | 197 | 0.22 |
+| asr_test_zul | Zulu | zul | 1,000 | 1.10 |
+
+## 📌 TTS Evaluation Configurations
+
+| Config Name           | Language        | ISO          | # Samples | # Hours |
+|----------------------|----------------|-------------|----------|--------|
+| tts_test_ewe         | Ewe            | ewe         | 66       | 0.29   |
+| tts_test_kin         | Kinyarwanda    | kin         | 1,053    | 1.30   |
+| tts_test_Asante-twi  | Asante-twi     | Asante-twi  | 64       | 0.18   |
+| tts_test_yor         | Yoruba         | yor         | 40       | 0.13   |
+| tts_test_wol         | Wolof          | wol         | 4,001    | 4.12   |
+| tts_test_hau         | Hausa          | hau         | 124      | 0.24   |
+| tts_test_lin         | Lingala        | lin         | 63       | 0.28   |
+| tts_test_xho         | Xhosa          | xho         | 242      | 0.31   |
+| tts_test_tsn         | Tswana         | tsn         | 238      | 0.36   |
+| tts_test_afr         | Afrikaans      | afr         | 293      | 0.34   |
+| tts_test_sot         | Southern Sotho | sot         | 210      | 0.33   |
+| tts_test_Akuapim-twi | Akuapim-twi    | Akuapim-twi | 83       | 0.22   |
+
+
+## 📌 SLID Evaluation
+
+| Config Name   | Language Scope | # Samples | # Hours |
+|--------------|---------------|----------|--------|
+| slid_61_test | 61 Languages  | 21,817       | 34.36 |
+
+---
+
+## Training data
+| Config Name    | Language     | # Samples (Train / Dev)   | # Hours (Train / Dev)   |
+|----------------|-------------|---------------------------|-------------------------|
+| asr_train_dev  | 42 languages | 218,515 / 7,500           | 204.51 / 10.49          |
+| slid_train_dev | 49 languages | 355,337 / 8,529           | 330.50 / 13.49          |
+| tts_train_dev  | 7 languages | 81,729 / 1,347            | 140.51 / 3.49           |
+| **TOTAL**      |              | **655,581 / 17,376**      | **675.52 / 27.47**      |
+## Citation
+
+If you use the Simba models or SimbaBench  benchmark for your scientific publication, or if you find the resources in this website useful, please cite our paper.
+
+```bibtex
+
+@inproceedings{elmadany-etal-2025-voice,
+    title = "Voice of a Continent: Mapping {A}frica{'}s Speech Technology Frontier",
+    author = "Elmadany, AbdelRahim A.  and
+      Kwon, Sang Yun  and
+      Toyin, Hawau Olamide  and
+      Alcoba Inciarte, Alcides  and
+      Aldarmaki, Hanan  and
+      Abdul-Mageed, Muhammad",
+    editor = "Christodoulopoulos, Christos  and
+      Chakraborty, Tanmoy  and
+      Rose, Carolyn  and
+      Peng, Violet",
+    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing",
+    month = nov,
+    year = "2025",
+    address = "Suzhou, China",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2025.emnlp-main.559/",
+    doi = "10.18653/v1/2025.emnlp-main.559",
+    pages = "11039--11061",
+    ISBN = "979-8-89176-332-6",
+}
+
+```
+
+

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