Parakeet fine-tune evaluation

Normalized jiwer WER and multilingual Granite embedding semantic error, each measured against frozen Qwen3-ASR-1.7B pseudo-transcripts. Semantic error is multiplied by 100 only for percentage display.

Labeling note: “Source manifest” is corpus metadata text. It is not an inference from NVIDIA’s default Parakeet model. Every ASR result below is labeled with its exact repository and revision.
40registered models
43languages
31evaluated model-language pairs
15,500joined clip evaluations

Evaluation matrix

LanguageExact modelStatusClipsSource manifest WERSource manifest Semantic WERModel WERModel Semantic WER
achakera/parakeet-tdt-salt @ 72010b97corpus_unavailable—————
arvadimbelsky/arabic-parakeet-tdt-uae @ c8260eaacomplete50032.71%4.25%95.92%21.36%
csnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete50098.64%17.93%27.84%3.83%
danvidia/parakeet-rnnt-110m-da-dk @ ea77aca1complete50094.47%17.55%23.86%4.62%
danvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete50094.47%17.55%24.76%4.46%
deMediform/parakeet-medical-de @ a0a2d335platform_special—————
dejohannhartmann/parakeet_de_med @ 82c627fecomplete50013.43%2.27%9.06%1.46%
denvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete50013.43%2.27%8.77%1.41%
deprimeline/parakeet-primeline @ 3f1a9bcbcomplete50013.43%2.27%8.03%1.27%
elnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete500101.12%21.93%44.54%9.11%
enakera/parakeet-tdt-salt @ 72010b97complete5004.01%0.65%10.84%2.42%
ennvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete5004.01%0.65%5.35%0.98%
esnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete5009.31%1.56%8.66%1.12%
esprojecte-aina/parakeet-rnnt-1.1b_cv17_es_ep18_1270h @ bea63599complete5009.31%1.56%32.02%6.35%
etnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99qwen_model_unsupported—————
etyuriyvnv/parakeet-tdt-0.6b-estonian @ 9f2135a1qwen_model_unsupported—————
euitzune/parakeet-tdt-0.6b-v3-basque @ 4977e169corpus_unavailable—————
faMohammadGholizadeh/parakeet-ctc-1.1b-persian.nemo @ 7de8e70bcomplete50098.05%20.11%41.50%6.24%
faPeacockery/parakeet-ctc-109m-farsi @ 27418c9fcomplete50098.05%20.11%40.59%6.26%
finvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete500108.49%21.83%48.96%6.59%
frArchime/parakeet-tdt-0.6b-v3-fr-tv-media @ 99e70e9bcomplete50013.72%2.16%19.94%2.41%
frNeoRoth/oriloq-asr-fr-mlx @ 00582f8fplatform_special—————
frnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete50013.72%2.16%36.69%4.99%
hunvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete500101.36%22.72%34.16%5.67%
jagrider-transwithai/parakeet-ctc-1.1b-ja @ 81b954e9complete50088.32%15.41%19.92%3.95%
jakizuna-intelligence/hiragana-parakeet-tdt-ctc-0.6b-ja-beta @ c4f57da3complete50025.98%15.41%16.63%18.66%
janvidia/parakeet-tdt_ctc-0.6b-ja @ 44edb27ecomplete50088.32%15.41%15.90%3.34%
klnTonykip/parakeet-tdt-0.6b-kalenjin @ 0467ae10platform_special—————
lggakera/parakeet-tdt-salt @ 72010b97corpus_unavailable—————
ltNoctra-labs/parakeet-tdt-0.6b-v3-lt @ c6f30e38corpus_unavailable—————
ltkristijonas/kmynas-parakeet-lt-v2 @ bb0bd447corpus_unavailable—————
ltsliderforthewin/parakeet-tdt-lt @ 794208bccorpus_unavailable—————
lugakera/parakeet-tdt-salt @ 72010b97corpus_unavailable—————
msKim-el/parakeet-0.6-tdt-malay-english-vocab @ 1f797613excluded—————
msKim-el/parakeet-malay-ft @ 52a54ed5excluded—————
myxakera/parakeet-tdt-salt @ 72010b97corpus_unavailable—————
nemilanakdj/parakeet-tdt-0.6b-v3-nepali @ 6160924bcorpus_unavailable—————
nlnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete50082.64%11.63%11.55%1.76%
nlyuriyvnv/parakeet-tdt-0.6b-dutch @ 6c413e42complete50082.64%11.63%14.87%2.23%
noNbAiLab/nb-asr-beta-Parakeet-RNNT-XXL-1.1b-verbatim @ e646883agated—————
nynakera/parakeet-tdt-salt @ 72010b97corpus_unavailable—————
pcmEYEDOL/parakeet-tdt-0.6b-naija-pidgin @ cffa01fbcorpus_unavailable—————
plnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete50094.53%15.17%13.36%2.35%
plyuriyvnv/parakeet-tdt-0.6b-polish @ 1dba3fdecomplete50094.53%15.17%12.94%2.40%
ptnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete50014.16%2.13%12.03%1.46%
ptyuriyvnv/parakeet-tdt-0.6b-portuguese @ 00ad6166complete50014.16%2.13%10.96%1.47%
pt-bralefiury/parakeet-tdt-0.6b-v3-ptBR-TAGARELA-onnx @ f97e7026platform_special—————
rogabrielpirlo/Sped_ParakeetRomanian_110M_TDT-CTC @ d62c5744complete50092.15%17.03%27.03%4.37%
ronvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete50092.15%17.03%26.40%4.06%
rwakera/parakeet-tdt-salt @ 72010b97corpus_unavailable—————
seNbAiLab/nb-sami-asr-north-parakeet-v6-tokenremap-v4 @ f44e0a78corpus_unavailable—————
skkinit/parakeet-tdt-0.6b-v3-sk @ c005a315qwen_model_unsupported—————
sknvidia/parakeet-tdt-0.6b-v3 @ 541d1f99qwen_model_unsupported—————
slnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99qwen_model_unsupported—————
slyuriyvnv/parakeet-tdt-0.6b-slovenian @ 0d562615qwen_model_unsupported—————
snmanassehzw/sna-parakeet-tdt-0.6b-v3 @ f588f407corpus_unavailable—————
svnvidia/parakeet-tdt-0.6b-v3 @ 541d1f99complete50093.49%16.60%27.01%4.63%
swakera/parakeet-tdt-salt @ 72010b97qwen_model_unsupported—————
teoakera/parakeet-tdt-salt @ 72010b97corpus_unavailable—————
urhash2004/parakeet-fine-tuned-urdu @ c66b17c1qwen_model_unsupported—————
uzzafarrr/uzbek-stt-parakeet-ctc-0.6b @ c978f0f2corpus_unavailable—————
vinmcuong/parakeet-tdt-0.6b-v3-vietnamese @ e6715733gated—————
vinvidia/parakeet-ctc-0.6b-Vietnamese @ b0493142complete500245.74%23.45%8.52%2.52%
xogakera/parakeet-tdt-salt @ 72010b97corpus_unavailable—————
yoEYEDOL/parakeet-tdt-0.6b-yoruba @ 9a2bb08ccorpus_unavailable—————

Corpus WER by model/language

en · nvidia/parakeet-tdt-0.6b-v3
5.35%
de · primeline/parakeet-primeline
8.03%
vi · nvidia/parakeet-ctc-0.6b-Vietnamese
8.52%
es · nvidia/parakeet-tdt-0.6b-v3
8.66%
de · nvidia/parakeet-tdt-0.6b-v3
8.77%
de · johannhartmann/parakeet_de_med
9.06%
en · akera/parakeet-tdt-salt
10.84%
pt · yuriyvnv/parakeet-tdt-0.6b-portuguese
10.96%
nl · nvidia/parakeet-tdt-0.6b-v3
11.55%
pt · nvidia/parakeet-tdt-0.6b-v3
12.03%
pl · yuriyvnv/parakeet-tdt-0.6b-polish
12.94%
pl · nvidia/parakeet-tdt-0.6b-v3
13.36%
nl · yuriyvnv/parakeet-tdt-0.6b-dutch
14.87%
ja · nvidia/parakeet-tdt_ctc-0.6b-ja
15.90%
ja · kizuna-intelligence/hiragana-parakeet-tdt-ctc-0.6b-ja-beta
16.63%
ja · grider-transwithai/parakeet-ctc-1.1b-ja
19.92%
fr · Archime/parakeet-tdt-0.6b-v3-fr-tv-media
19.94%
da · nvidia/parakeet-rnnt-110m-da-dk
23.86%
da · nvidia/parakeet-tdt-0.6b-v3
24.76%
ro · nvidia/parakeet-tdt-0.6b-v3
26.40%
sv · nvidia/parakeet-tdt-0.6b-v3
27.01%
ro · gabrielpirlo/Sped_ParakeetRomanian_110M_TDT-CTC
27.03%
cs · nvidia/parakeet-tdt-0.6b-v3
27.84%
es · projecte-aina/parakeet-rnnt-1.1b_cv17_es_ep18_1270h
32.02%
hu · nvidia/parakeet-tdt-0.6b-v3
34.16%
fr · nvidia/parakeet-tdt-0.6b-v3
36.69%
fa · Peacockery/parakeet-ctc-109m-farsi
40.59%
fa · MohammadGholizadeh/parakeet-ctc-1.1b-persian.nemo
41.50%
el · nvidia/parakeet-tdt-0.6b-v3
44.54%
fi · nvidia/parakeet-tdt-0.6b-v3
48.96%
ar · vadimbelsky/arabic-parakeet-tdt-uae
95.92%