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| Model | # Params | Amharic | Tigrinya | Oromo | Wolaytta | Sidaama | Avg. |
|---|---|---|---|---|---|---|---|
| Ethio-ASR (afrihubert) | 92M | 30.95 | 42.42 | 27.57 | 40.44 | 34.02 | 35.08 |
| Ethio-ASR (mms-300) | 300M | 30.19 | 41.62 | 26.41 | 39.10 | 32.66 | 33.99 |
| Ethio-ASR (mms-1b) | 1B | 26.14 | 37.63 | 23.69 | 37.51 | 31.02 | 31.20 |
| Ethio-ASR (w2v-bert-2.0) 📌 | 600M | 22.92 | 35.22 | 24.44 | 38.19 | 31.65 | 30.48 |
| Language | Audio | Human Transcription | ASR Transcription | |
|---|---|---|---|---|
| 1 | Oromo | Suuraan asii gaditti argaa jirru kun lafa gurgurtaa kuduraa fi muduraa dha. Kuduraa fi muduraan nyaataaf kan baay'ee namatti toluudha. Nyaachuudhaaf illee kuduraa fi muduraan baay'ee filataamaa dha. Kanaaf, kuduraa fi muduraa kana baay'een jaalladha. Baay'ee nyaachuuf illee baay'een fedha guddaa qaba. | [ORM] suurran asii gaditti argaa jirru kun lafa gurgurtaa kuduraafi muduraadha. kuduraaf muduraa nyaataaf kan baay'ee namatti toludha. nyaachuudhaaf illee kuduraaf muduraan baay'ee filatamaadha. kanaaf kuduraaf muduraa kan baay'een jaalladha baay'ee nyaachuuf illee baay'een fedha guddaa qaba. | |
| 2 | Amharic | ሰዎች ቤታቸውን ለማስጌጥ የተለያዩ ጨርቆችን ይጠቀማሉ። ጨርቆች ቤቶችን ለማስጌጥ የሚጠቅሙት የተለያዩ የቅርፅ በመስጠት፣ እንደ ዚግዛግ ቅርጽ በማስደርግ፣ እንደ ቢራቢሮ ነገሮችን በመስራት፣ ግድግዳ ላይ በመለጠፍ፣ በማንጠልጠል ለቤቱ ውበት ይሰጣሉ። | [AMH] ሰሰዎች ቤታቸውን ለማስጌጥ የተለያዩ ጨርቆችን ይጠቀማሉ። ጨርቆች ቤቶችን ለማስጌጥ የሚጠቅሙት የተለያየ ቅርጽ በመስጠት እንደ ዚግዛግ ቅርጽ በማስደረግ እንደ ቢራ ቢሮ ነገሮችን በመስራት ግድግዳ ላይ በመለጠፍ በማንጠልጠል ለቤቱ ውበት ይሰጣሉ። | |
| 3 | Wolaytta | Issi heeraani asaa naatussi dumma dumma ayfiyan be'iyobati de'oososna. Hegeetuppekka meretaanne merettaa heeraara gayttiyabata be'iyaba gidikko issi heeraani mitatta woykko dumma dumma adil'e ciishshata be'iyode keehippe lo'oosonanne ubbakka ufaysoosona. | [WAL] issi heeran asaa naatussi dumma dumma ayfiyan be'iyobati de'oosona. hegeetuppekka meretaanne meretaa heeraara gayttiyaabata be'iyaaba gidikko issi heeran mittata woykko dumma dumma adile ciishshabata be'iyode keehippe lo'oosonanne ubbakka ufayssoosona. | |
| 4 | Tigrinya | እዙይ እንርእዮ ዘለና ምስሊ ናይ ደመራ ምስሊ እንትከውን ኣብ ባዓል መስቀል ዝክበር ብዓል እዩ። ሃይማኖታዊ ብዓልን ባህላዊ ሂደት ዘለዎ ገይሩ ዝካየድ እዩ። ካብ ዝተፈላለየ ዓይነት ሓሰራት ዕንፀይትታት ብምእካብ ዝቃፀል ዓብዪ ባህላዊን ሃይማኖታውን ዝኮነ ብዓል እዩ። | [TIR] እዚ እንሪኦ ዘለና ምስሊ ናይ ደመራ ምስሊ እንትኸውን ኣብ በዓል መስቀል ዝኽበር በዓል እዩ። ሃይማኖታዊ በዓልን ባህላውን ሂደት ዘለዎ ዝካየድ እዩ። ካብ ዝተፈላለዩ ዓይነት ሓሰራት ዕንጨይትታት ብምእካብ ዝቃፀል ዓብይ ባህላዊን ሃይማኖታውን ዝኮነ በዓል እዩ። | |
| 5 | Oromo | Fakkii kanarraa kan arginu hangafa Oromoo kan ta’e godina Booranaa keessatti uffata naannoo godina Booranaatiin faayamanii abbootiin bokkuu isaanii qabatanii, haadholiin immoo siinqee isaanii qabatanii kan dhaabbachaa jiranidha. | [ORM] fakkii kanarraa kan arginu hangafa oromoo kan ta'e godina booranaa keessatti uffata naannoo godina booranaatiin faayamanii abbootiin bokkuu isaanii qabatanii haadholiin immoo siiqee isaanii qabatanii kan dhaabbachaa jiranidha. | |
| 6 | Sidaama | Daganna maate yaa mayyaate? Daganna maate yee su'ma fushshihu ayeeti? Daganna maate hiiko heedhanno? Daganna maate yinihu mayiraati? Daganna maate ayira horo uyitanno? | [SID] daganna maate yaa mayyaate? daganna maate yee su'ma fushshihu ayeeti? daganna maate hiikko heedhanno? daganna maate yinihu mayraati? daganna maate ayira horo uyitanno |
1from transformers import AutoModelForCTC, AutoProcessor
2import torchaudio, torch
3
4processor = AutoProcessor.from_pretrained("badrex/Ethio-ASR-multilingual-600M")
5model = AutoModelForCTC.from_pretrained("badrex/Ethio-ASR-multilingual-600M")
6
7audio, sr = torchaudio.load("audio.wav")
8inputs = processor(audio.squeeze(), sampling_rate=sr, return_tensors="pt")
9
10with torch.no_grad():
11 logits = model(**inputs).logits
12
13pred_ids = torch.argmax(logits, dim=-1)
14transcription = processor.batch_decode(pred_ids)[0]
15
16print(transcription)1@misc{ethio_asr_2026,
2 author = {
3 Abdullah, Badr M. and
4 Azime, Israel Abebe and
5 Tonja, Atnafu Lambebo and
6 Alabi, Jesujoba O. and
7 Alemu, Abel Mulat and
8 Hagos, Eyob G. and
9 Balcha, Bontu Fufa and
10 Nerea, Mulubrhan A. and
11 Yadeta, Debela Desalegn and
12 Marilign, Dagnachew Mekonnen and
13 Fentahun, Amanuel Temesgen and
14 Kebede, Tadesse and
15 Gebru, Israel D. and
16 Woldeyohannis, Michael Melese and
17 Sewunetie, Walelign Tewabe and
18 Möbius, Bernd and
19 Klakow, Dietrich
20 },
21 title = {Ethio-ASR: Joint Multilingual Speech Recognition and Language Identification for Ethiopian Languages},
22 year = {2026},
23 howpublished = {\url{https://huggingface.co/badrex/Ethio-ASR-multilingual-600M}}
24}