Brief description of the organization and what they do. Can span multiple lines.
AdwumaTech AI provides enterprise-grade AI training data infrastructure powered by African engineering talent. Core offerings include RLHF for code ge...
Nigerian AI startup ("awari" = "to seek and find" in Yoruba) that built N-ATLAS -- Nigeria's first government-backed open-source multilingual AI model...
Data Science Nigeria (DSN) is Africa's foremost AI and Data Science organization, dedicated to raising 1 million AI talents across the continent. As A...
Ghanaian agritech company building technology solutions for smallholder farmers. Core platform Mergdata is a cloud-based farm management system used b...
Ghana NLP is an open-source initiative focused on Natural Language Processing for Ghanaian and African languages. They developed Khaya, the first AI-p...
Open community of academics, researchers, linguists, students, and NLP enthusiasts dedicated to advancing Hausa NLP. Based at the Department of Comput...
Africa-focused voice AI startup (formerly Intron Health, rebranded mid-2025 as they expanded beyond healthcare). Builds the "infrastructure layer for ...
Nigerian AI research lab building speech and NLP models for Nigerian languages, with a focus on Yoruba. Operates under LynguaTech Innovative Foundatio...
Masakhane ("We build together" in isiZulu) is a grassroots NLP organization dedicated to strengthening natural language processing research in African...
Non-profit research lab providing research opportunities to independent and underrepresented researchers. Runs multiple African language NLP projects ...
Community-driven initiative building Africa's largest speech datasets for Nigerian languages. The NaijaVoices dataset contains 1,800+ hours of speech ...
NCAIR is a special purpose vehicle of NITDA (National Information Technology Development Agency) created to promote research and development on emergi...
Research lab at the University of British Columbia led by Muhammad Abdul-Mageed, focused on deep representation learning and natural language socio-pr...
| Model | CER | Source |
|---|---|---|
| facebook/mms-1b-fl102 | 16.1 | reported |
| Model | CER | Source |
|---|---|---|
| facebook/mms-1b-fl102 | 17.0 | reported |
| Model | WER | Source |
|---|---|---|
| facebook/mms-1b-all | 49.4 | reported |
| Model | WER | CER | Source |
|---|---|---|---|
| facebook/mms-1b-all | 49.67 | 18.12 | reported |
| openai/whisper-large-v3 | 500.17 | 382.75 | reported |
| openai/whisper-large-v3-turbo | 105.91 | 66.43 | reported |
| facebook/seamless-m4t-v2-large | 23.41 | 11.79 | reported |
| UBC-NLP/Simba-S | 20.05 | 11.69 | reported |
| UBC-NLP/Simba-M | 41.55 | 12.96 | reported |
| UBC-NLP/omniASR_LLM_7B_v2 | 23.22 | 10.23 | reported |
| UBC-NLP/omniASR_LLM_1B_v2 | 31.51 | 13.57 | reported |
| UBC-NLP/omniASR_LLM_300M_v2 | 29.68 | 12.48 | reported |
| UBC-NLP/omniASR_CTC_7B_v2 | 35.15 | 14.57 | reported |
| UBC-NLP/omniASR_CTC_3B_v2 | 36.65 | 14.23 | reported |
| UBC-NLP/omniASR_CTC_1B_v2 | 40.66 | 15.41 | reported |
| Model | WER | Source |
|---|---|---|
| openai/whisper-tiny | 106.4 | reported |
| openai/whisper-base | 101.8 | reported |
| openai/whisper-small | 116.4 | reported |
| openai/whisper-medium | 105.1 | reported |
| openai/whisper-large | 111.7 | reported |
| openai/whisper-large-v2 | 94.8 | reported |
| Model | WER | UTMOS | PESQ | Source |
|---|---|---|---|---|
| facebook/mms-tts | 26.99 | 3.45 | 2.61 | reported |
| Model | spBLEU | chrF++ | direction | BLEU | Source |
|---|---|---|---|---|---|
| facebook/nllb-200-3.3B | 14.4 | 36.3 | eng→yor | — | reported |
| facebook/nllb-200-3.3B | 24.4 | 46.7 | yor→eng | — | reported |
| masakhane/m2m100_418M_en_yor_rel_news_ft | — | 36.3 | eng→yor | 13.9 | reported |
| masakhane/m2m100_418M_yor_en_rel_news_ft | — | 41.0 | yor→eng | 18.0 | reported |
| Model | direction | chrF | BLEU | Source |
|---|---|---|---|---|
| AfriqueQwen-14B | eng→yor | 27.45 | — | reported |
| AfriqueQwen-14B | yor→eng | 45.35 | — | reported |
| Qwen3-14B | eng→yor | 10.25 | — | reported |
| Qwen3-14B | yor→eng | 27.94 | — | reported |
| AfriqueGemma-12B | eng→yor | 28.59 | — | reported |
| AfriqueGemma-12B | yor→eng | 44.72 | — | reported |
| Gemma3-12B | eng→yor | 13.91 | — | reported |
| Gemma3-12B | yor→eng | 17.14 | — | reported |
| AfriqueLlama-8B | eng→yor | 27.36 | — | reported |
| AfriqueLlama-8B | yor→eng | 42.43 | — | reported |
| AfriNLLB 548M (Pruned Iterative FT) | eng→yor | 29.2 | 8.03 | reported |
| AfriNLLB 548M (Pruned Iterative FT) | yor→eng | 41.08 | 18.62 | reported |
| NLLB-600M | eng→yor | 22.87 | 4.32 | reported |
| NLLB-600M | yor→eng | 39.73 | 17.61 | reported |
| google/madlad400-3b-mt | yor→eng | 34.9 | 11.9 | reported |
| google/madlad400-3b-mt | eng→yor | 19.7 | 2.6 | reported |
| google/madlad400-7.2b-mt | yor→eng | 40.8 | 17.4 | reported |
| google/madlad400-7.2b-mt | eng→yor | 20.3 | 2.7 | reported |
| google/madlad400-10.7b-mt | yor→eng | 40.7 | 17.8 | reported |
| google/madlad400-10.7b-mt | eng→yor | 20.7 | 2.9 | reported |
| google/madlad400-8b-lm | yor→eng | 26 | 6.3 | reported |
| google/madlad400-8b-lm | eng→yor | 3.2 | 0 | reported |
| Model | direction | chrF++ | Source |
|---|---|---|---|
| OMT-LLaMA 8B | eng→yor | ? | reported |
| OMT-LLaMA 8B | yor→eng | ? | reported |
| Model | direction | SpBLEU | ChrF | Source |
|---|---|---|---|---|
| anthropic/claude-opus-4.5 | eng→yor | 14.6 | 33.2 | reported |
| anthropic/claude-opus-4.5 | yor→eng | 17.4 | 40.1 | reported |
| anthropic/claude-opus-4.6 | yor→eng | 20.7 | 43.0 | reported |
| anthropic/claude-opus-4.6 | eng→yor | 14.3 | 31.9 | reported |
| google/gemini-2.5-pro | eng→yor | 15.8 | 34.9 | reported |
| google/gemini-2.5-pro | yor→eng | 20.1 | 42.8 | reported |
| google/gemini-3-pro-preview | yor→eng | 27.0 | 50.8 | reported |
| google/gemini-3-pro-preview | eng→yor | 19.2 | 38.9 | reported |
| google/translate-v2 | yor→eng | 19.8 | 42.9 | reported |
| google/translate-v2 | eng→yor | 4.4 | 20.5 | reported |
| Model | direction | BLEU | chrF | Source |
|---|---|---|---|---|
| google/madlad400-3b-mt | yor→eng | 13.3 | 37 | reported |
| google/madlad400-3b-mt | eng→yor | 5.4 | 20.9 | reported |
| google/madlad400-7.2b-mt | yor→eng | 14.5 | 37.4 | reported |
| google/madlad400-7.2b-mt | eng→yor | 5.5 | 21.6 | reported |
| google/madlad400-10.7b-mt | yor→eng | 20.9 | 43.5 | reported |
| google/madlad400-10.7b-mt | eng→yor | 5.7 | 21.2 | reported |
| google/madlad400-8b-lm | yor→eng | 4.6 | 23 | reported |
| google/madlad400-8b-lm | eng→yor | 0.2 | 10.5 | reported |
| Model | Log-perplexity | Source |
|---|---|---|
| goldfish-models/yor_latn_full | 123.24 | reported |
| Model | Intent | Topic | Source |
|---|---|---|---|
| AfriqueQwen-14B | 81.88 | 80.42 | reported |
| Qwen3-14B | 38.28 | 54.86 | reported |
| AfriqueGemma-12B | 76.09 | 70.31 | reported |
| Gemma3-12B | 67.12 | 66.67 | reported |
| AfriqueLlama-8B | 73.38 | 61.91 | reported |
| Model | Avg Score | Source |
|---|---|---|
| CohereForAI/aya-101 | 42.0 | reported |
| google/gemma-1.1-7b-it | 22.3 | reported |
| meta-llama/Llama-2-7b | 16.0 | reported |
| meta-llama/Meta-Llama-3-8B | 16.5 | reported |
| meta-llama/Meta-Llama-3.1-8B | 19.1 | reported |
| MaLA-LM/LLaMAX3-8B | 18.6 | reported |
| google/gemma-2-9b | 33.2 | reported |
| google/gemma-2-27b | 37.6 | reported |
| meta-llama/Meta-Llama-3.1-70B | 29.4 | reported |
| AfroLLaMa 8B | 16.2 | reported |
| Gemini 1.5 Pro | 62.3 | reported |
| GPT-4o | 68.3 | reported |
| google/gemma-3-27b-it | 45.2 | reported |
| Gemini 2.0 Flash | 64.5 | reported |
| GPT-4.1 | 61.7 | reported |
| meta-llama/Llama-4-Scout-17B-16E | 47.1 | reported |
| Lugha-Llama 8B | 21.9 | reported |
| Claude 4.0 Sonnet | 67.8 | reported |
| Claude 3.7 Sonnet | 57.9 | reported |
| Claude 4.5 Sonnet | 69.8 | reported |
| Gemini 2.5 Flash | 65.5 | reported |
| Gemini 2.5 Pro | 71.8 | reported |
| GPT-5 | 75.4 | reported |
| Gemini 3 Pro | 75.4 | reported |
| Model | Accuracy | Source |
|---|---|---|
| Aya-101 | 4.4 | reported |
| Gemma 2 27B | 22.4 | reported |
| LLaMa 3.1 70B | 23.6 | reported |
| GPT-4o | 62.0 | reported |
| Model | Accuracy | Source |
|---|---|---|
| Aya-101 | 54.5 | reported |
| Gemma 2 27B | 42.5 | reported |
| LLaMa 3.1 70B | 39.0 | reported |
| GPT-4o | 64.5 | reported |
| Model | AfriMMLU-ElemMath | AfriMMLU-GlobalFacts | AfriMMLU-Geography | AfriMMLU-MicroEcon | AfriMMLU-IntLaw | Source |
|---|---|---|---|---|---|---|
| GPT-4o | 80.0 | 42.0 | 53.0 | 51.0 | 75.0 | reported |
| Model | Classification Acc. | Source |
|---|---|---|
| amazon/nova-premier-v1 | 100.0 | reported |
| google/gemini-3-pro-preview | 100.0 | reported |
| meta-llama/llama-3.1-70b-instruct | 100.0 | reported |
| Model | Size | Downloads | Likes |
|---|---|---|---|
| openai/whisper-large-v3-turbo | 0.8B | 6.5M | 2.9K |
| openai/whisper-large-v3 | 2B | 4.8M | 5.6K |
| facebook/mms-1b-all | 1.0B | 2.0M | 195 |
| openai/whisper-small | — | 1.9M | 547 |
| openai/whisper-base | — | 1.7M | 264 |
| Systran/faster-whisper-tiny | — | 1.2M | 19 |
| openai/whisper-tiny | — | 761.0K | 424 |
| Systran/faster-whisper-large-v3 | — | 741.0K | 556 |
| openai/whisper-medium | — | 550.0K | 283 |
| Systran/faster-whisper-small | — | 416.0K | 29 |
| Systran/faster-whisper-large-v2 | — | 138.0K | 43 |
| deepdml/faster-whisper-large-v3-turbo-ct2 | — | 90.4K | 195 |
| openai/whisper-large | 2B | 84.8K | 542 |
| openai/whisper-large-v2 | 2B | 69.5K | 1.8K |
| guillaumekln/faster-whisper-large-v2 | — | 24.9K | 211 |
| xkeyC/whisper-large-v3-turbo-gguf | 0.8B | 17.2K | 31 |
| guillaumekln/faster-whisper-tiny | — | 16.3K | 9 |
| guillaumekln/faster-whisper-base | — | 5.7K | 10 |
| neurlang/ipa-whisper-base | 72.6M | 683 | 23 |
| espnet/xeus | — | 60 | 146 |
| Model | Size | Downloads | Likes |
|---|---|---|---|
| k2-fsa/OmniVoice | — | 606.0K | 577 |
| fishaudio/s2-pro | 5B | 52.1K | 842 |
| drbaph/OmniVoice-bf16 | — | 4.7K | 13 |
| drbaph/s2-pro-fp8 | — | 2.2K | 18 |
| WueNLP/seamless-m4t-v2-large-speech-encoder | — | 1.7K | 9 |
| mlx-community/fish-audio-s2-pro-bf16 | 5B | 1.7K | 16 |
| splendor1811/omnivoice-vietnamese | 0.6B | 672 | 2 |
| gluschenko/omnivoice-onnx | — | 397 | 4 |
| baicai1145/s2-pro-w4a16-late7attn-ffnmix | 5B | 109 | 1 |
| okezieowen/hypaai_orpheus | 3B | 97 | 1 |
| ImhotepAI/yoruba-tts | — | 38 | 2 |
| saheedniyi/YarnGPT-local | 0.4B | 35 | 14 |
| kumrandy123/hypa_ai_orpheus | 3B | 29 | 0 |
| naijaml/f5-tts-yoruba | — | 25 | 1 |
| gubernac/OmniVoice | — | 13 | 1 |
| rnjema-unima/mms-tts-yor-baseline | 36.3M | 12 | 0 |
| SummerSmile/s2-pro | 5B | 10 | 0 |
| audo/seamless-m4t-v2-large | 2B | 9 | 23 |
| zeustek/Wayo_GPT | 0.4B | 3 | 0 |
| vedanshu93/s2-pro | 5B | 3 | 0 |
| Model | Size | Downloads | Likes |
|---|---|---|---|
| facebook/nllb-200-distilled-600M | — | 1.1M | 880 |
| google/madlad400-3b-mt | 3B | 329.0K | 192 |
| facebook/nllb-200-distilled-1.3B | — | 147.0K | 181 |
| facebook/nllb-200-3.3B | — | 81.6K | 443 |
| Helsinki-NLP/opus-mt-mul-en | — | 61.6K | 89 |
| facebook/nllb-200-1.3B | — | 31.4K | 71 |
| Xenova/nllb-200-distilled-600M | — | 4.4K | 50 |
| alirezamsh/small100 | 0.3B | 3.9K | 104 |
| Helsinki-NLP/opus-mt-en-mul | — | 3.3K | 28 |
| mradermacher/OmniTranslate-1.0-GGUF | 0.6B | 1.1K | 3 |
| mradermacher/OmniTranslate-1.1-GGUF | 0.6B | 1.1K | 2 |
| JustFrederik/nllb-200-distilled-600M-ct2-int8 | — | 925 | 1 |
| facebook/nllb-moe-54b | — | 557 | 123 |
| MihaiPopa-1/OmniTranslate-1.1 | 0.6B | 393 | 0 |
| MihaiPopa-1/OmniTranslate-1.0 | 0.6B | 374 | 0 |
| Helsinki-NLP/opus-mt-yo-en | — | 257 | 0 |
| HelpMumHQ/AI-translator-eng-to-9ja | 0.5B | 73 | 5 |
| Helsinki-NLP/opus-mt-yo-sv | — | 64 | 0 |
| Helsinki-NLP/opus-mt-yo-fr | — | 61 | 0 |
| Helsinki-NLP/opus-mt-yo-es | — | 59 | 0 |
| Model | Size | Downloads | Likes |
|---|---|---|---|
| bigscience/bloomz-560m | 0.6B | 1.0M | 137 |
| bigscience/bloom-560m | 0.6B | 164.0K | 371 |
| bigscience/bloom-1b7 | 2B | 49.4K | 122 |
| CohereLabs/tiny-aya-global | 3B | 39.9K | 148 |
| bigscience/bloom-3b | 3B | 14.1K | 94 |
| bigscience/bloom-7b1 | 7B | 10.4K | 202 |
| bigscience/bloom-1b1 | 1B | 7.0K | 66 |
| ai-forever/mGPT | — | 6.6K | 270 |
| bigscience/bloom | 176B | 5.9K | 5.0K |
| bigscience/bloomz-7b1 | 7B | 4.2K | 147 |
| bigscience/bloomz-7b1-mt | 7B | 4.1K | 144 |
| bigscience/bloom-7b1-intermediate | 7B | 3.7K | 0 |
| bigscience/bloomz-7b1-p3 | 7B | 3.5K | 6 |
| bigscience/bloomz | 176B | 3.5K | 513 |
| bigscience/bloom-1b1-intermediate | 1B | 3.4K | 0 |
| bigscience/bloomz-mt | 176B | 3.3K | 32 |
| bigscience/bloomz-1b1 | 1B | 2.9K | 33 |
| UBC-NLP/toucan-base | 0.6B | 2.5K | 5 |
| bigscience/mt0-xxl | 14B | 2.5K | 61 |
| bigscience/bloom-1b7-intermediate | 2B | 2.4K | 0 |
| Dataset | Rows | Downloads | Likes |
|---|---|---|---|
| google/fleurs | — | 46.3K | 392 |
| fsicoli/common_voice_22_0 | — | 21.2K | 16 |
| google/WaxalNLP | 2.6M | 12.3K | 219 |
| fsicoli/common_voice_15_0 | — | 8.4K | 6 |
| sarulab-speech/yodas2_sidon | 1.5M | 6.0K | 60 |
| fsicoli/common_voice_16_0 | — | 5.1K | 4 |
| fsicoli/common_voice_17_0 | — | 3.7K | 12 |
| claudefitz/WaxalNLP | 2.6M | 3.6K | 0 |
| fsicoli/common_voice_21_0 | — | 3.2K | 2 |
| google/xtreme_s | — | 3.2K | 70 |
| BolajiJsAI/WaxalNLP | 2.6M | 2.5K | 1 |
| SilencioNetwork/complete-voiceai-speech-dataset | 1.3K | 2.3K | 0 |
| ngoloan/WaxalNLP | 2.0M | 2.1K | 0 |
| novelwolde36/WaxalNLP | 2.5M | 2.0K | 1 |
| Phsntom/WaxalNLP | 2.6M | 1.9K | 0 |
| Ephraimmm/WaxalNLPr | 2.6M | 1.8K | 0 |
| fiifinketia/WaxalNLP | 2.5M | 1.7K | 1 |
| jml2026/complete-voiceai-speech-dataset-anonymized | 1.3K | 1.5K | 0 |
| zoelaenskii/zinny | 2.6M | 1.4K | 1 |
| 0xzanuee/WaxalNLP | 1.9M | 1.4K | 0 |
View on HuggingFace: yo: 28 | yor: 26
| Dataset | Rows | Downloads | Likes |
|---|---|---|---|
| google/WaxalNLP | 2.6M | 12.3K | 219 |
| sarulab-speech/yodas2_sidon | 1.5M | 6.0K | 60 |
| claudefitz/WaxalNLP | 2.6M | 3.6K | 0 |
| BolajiJsAI/WaxalNLP | 2.6M | 2.5K | 1 |
| SilencioNetwork/complete-voiceai-speech-dataset | 1.3K | 2.3K | 0 |
| ngoloan/WaxalNLP | 2.0M | 2.1K | 0 |
| novelwolde36/WaxalNLP | 2.5M | 2.0K | 1 |
| Phsntom/WaxalNLP | 2.6M | 1.9K | 0 |
| Ephraimmm/WaxalNLPr | 2.6M | 1.8K | 0 |
| fiifinketia/WaxalNLP | 2.5M | 1.7K | 1 |
| jml2026/complete-voiceai-speech-dataset-anonymized | 1.3K | 1.5K | 0 |
| zoelaenskii/zinny | 2.6M | 1.4K | 1 |
| 0xzanuee/WaxalNLP | 1.9M | 1.4K | 0 |
| jml2026/multilingual-accent-speech | 1.3K | 1.3K | 0 |
| suryatmodulus/yodas2_sidon | — | 1.1K | 0 |
| sarulab-speech/commonvoice22_sidon | 15.1M | 1.1K | 29 |
| UBC-NLP/SimbaBench_dataset | 748.0K | 975 | 0 |
| WueNLP/belebele-fleurs | 65.1K | 799 | 9 |
| WueNLP/sib-fleurs | 94.4K | 260 | 11 |
| bdallhrajh371/WaxalNLP | 2.6M | 250 | 0 |
View on HuggingFace: yo: 17 | yor: 13
| Dataset | Rows | Downloads | Likes |
|---|---|---|---|
| HuggingFaceFW/finetranslations | — | 75.8K | 283 |
| facebook/flores | — | 43.4K | 97 |
| Helsinki-NLP/opus-100 | 55.1M | 17.9K | 227 |
| openlanguagedata/flores_plus | 893.0K | 15.8K | 124 |
| CohereLabs/aya_collection | 514.0M | 12.6K | 234 |
| gtak1/panlex-meanings | 64.1M | 6.3K | 0 |
| yhavinga/ccmatrix | — | 4.0K | 26 |
| refine-ai/subscene | — | 3.2K | 2 |
| google/smol | 798.0K | 2.8K | 94 |
| Muennighoff/flores200 | — | 1.6K | 20 |
| gsarti/flores_101 | 207.0K | 1.6K | 32 |
| facebook/bouquet | 5.6M | 1.6K | 33 |
| aiana94/polynews-parallel | 5.4M | 1.4K | 13 |
| ayymen/Pontoon-Translations | 3.6M | 1.1K | 18 |
| HuggingFaceFW/finetranslations-edu | 109.0M | 1.1K | 27 |
| Helsinki-NLP/tatoeba | — | 866 | 56 |
| Helsinki-NLP/opus_gnome | 59.5K | 635 | 1 |
| masakhane/mafand | 143.0K | 463 | 15 |
| ayymen/Weblate-Translations | 11.7M | 383 | 18 |
| UdS-LSV/menyo20k_mt | — | 370 | 4 |