| model,family,size,language,rtf,n,n_pairs,wer_pct,cer_pct,sfr_mean,sfr_full_pct,sfr_zero_pct,sfr_empty_n,dom_arabic_dari_urdu,dom_bengali,dom_devanagari,dom_empty,dom_georgian,dom_latin,dom_malayalam,dom_other,dom_pashto,dom_tamil,source |
| facebook/mms-1b-all,MMS,1B,pashto,,512,512,43.76,16.27,99.43,84.2,0.0,0,3.0,,,,,,,,509.0,, |
| facebook/omniASR-CTC-300M,unknown,unknown,pashto,,512,512,48.03,18.08,99.5,87.5,0.0,0,5.0,,,,,,,1.0,506.0,, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,pashto,,512,512,43.97,21.39,99.97,99.6,0.0,0,1.0,,,,,,,,511.0,, |
| anonymous/pashto-asr-base,unknown,unknown,pashto,,512,512,61.2,27.99,99.92,97.9,0.0,0,4.0,,,,,,,,508.0,, |
| anonymous/pashto-asr-v3,unknown,unknown,pashto,,512,512,35.08,13.39,100.0,100.0,0.0,0,4.0,,,,,,,,508.0,, |
| anonymous/ps_base_l1,unknown,unknown,pashto,,512,512,59.28,30.21,100.0,99.6,0.0,0,2.0,,,,,,,,510.0,, |
| anonymous/w2v-bert2-pashto-augmented,unknown,unknown,pashto,,512,512,34.82,13.4,100.0,100.0,0.0,0,3.0,,,,,,,,509.0,, |
| anonymous/wav2vec2-xls-r-300m-pashto,unknown,unknown,pashto,,512,512,51.84,20.13,99.99,99.6,0.0,0,4.0,,,,,,,,508.0,, |
| openai/whisper-base,Whisper,base,pashto,,512,512,118.16,142.7,42.53,41.2,56.8,0,218.0,,,,,292.0,,2.0,,, |
| openai/whisper-large-v2,Whisper,large-v2,pashto,,512,512,95.66,54.21,71.23,67.8,28.5,0,366.0,,,,,146.0,,,,, |
| openai/whisper-large-v3,Whisper,large-v3,pashto,,512,512,89.78,35.14,99.94,98.8,0.0,0,508.0,,,,,,,,4.0,, |
| openai/whisper-large-v3-turbo,Whisper,large-v3-turbo,pashto,,512,512,91.75,40.83,99.03,99.0,0.8,0,506.0,,4.0,,,,,1.0,1.0,, |
| openai/whisper-medium,Whisper,medium,pashto,,512,512,204.64,139.52,33.92,32.5,65.9,66,152.0,,,66.0,,49.0,,245.0,,, |
| openai/whisper-small,Whisper,small,pashto,,512,512,100.57,49.25,97.29,93.4,2.3,0,499.0,,,,,12.0,,1.0,,, |
| openai/whisper-tiny,Whisper,tiny,pashto,,512,512,296.95,337.7,7.22,4.9,91.4,47,34.0,,,47.0,,419.0,,12.0,,, |
| facebook/mms-1b-all,MMS,1B,urdu,0.0026,299,299,29.28,9.38,99.21,81.3,0.0,0,299.0,,,,,,,,,, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,urdu,0.0415,299,299,16.18,6.49,100.0,100.0,0.0,0,299.0,,,,,,,,,, |
| openai/whisper-base,Whisper,base,urdu,0.0746,299,299,51.66,21.58,99.83,94.6,0.0,0,299.0,,,,,,,,,, |
| openai/whisper-large-v2,Whisper,large-v2,urdu,0.0907,299,299,22.12,7.65,99.62,92.0,0.0,0,299.0,,,,,,,,,, |
| openai/whisper-large-v3,Whisper,large-v3,urdu,0.0914,299,299,20.55,7.28,99.83,96.0,0.0,0,299.0,,,,,,,,,, |
| openai/whisper-large-v3-turbo,Whisper,turbo,urdu,0.0172,299,299,22.09,7.66,99.69,93.3,0.0,0,299.0,,,,,,,,,, |
| openai/whisper-medium,Whisper,medium,urdu,0.0525,299,299,27.35,9.62,99.29,83.9,0.0,0,299.0,,,,,,,,,, |
| openai/whisper-small,Whisper,small,urdu,0.2018,299,299,37.43,14.78,99.74,93.3,0.0,0,299.0,,,,,,,,,, |
| openai/whisper-tiny,Whisper,tiny,urdu,0.1016,299,299,108.81,72.35,99.99,99.3,0.0,0,299.0,,,,,,,,,, |
| facebook/mms-1b-all,MMS,1B,arabic,0.0027,428,428,23.92,6.41,99.65,87.6,0.0,0,428.0,,,,,,,,,, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,arabic,0.0378,428,428,8.38,4.33,99.95,98.6,0.0,0,428.0,,,,,,,,,, |
| openai/whisper-base,Whisper,base,arabic,0.0115,428,428,46.29,16.38,99.7,92.1,0.0,0,428.0,,,,,,,,,, |
| openai/whisper-large-v2,Whisper,large-v2,arabic,0.0646,428,428,11.57,3.8,99.15,84.1,0.0,0,428.0,,,,,,,,,, |
| openai/whisper-large-v3,Whisper,large-v3,arabic,0.0634,428,428,9.73,3.36,99.23,84.6,0.0,0,428.0,,,,,,,,,, |
| openai/whisper-large-v3-turbo,Whisper,turbo,arabic,0.013,428,428,10.54,3.5,99.24,85.3,0.0,0,428.0,,,,,,,,,, |
| openai/whisper-medium,Whisper,medium,arabic,0.0395,428,428,16.17,4.97,99.22,84.6,0.0,0,428.0,,,,,,,,,, |
| openai/whisper-small,Whisper,small,arabic,0.0225,428,428,26.91,9.8,99.32,86.7,0.0,0,428.0,,,,,,,,,, |
| openai/whisper-tiny,Whisper,tiny,arabic,0.011,428,428,74.48,35.75,99.94,98.6,0.0,0,428.0,,,,,,,,,, |
| facebook/mms-1b-all,MMS,1B,persian,0.0025,871,871,17.85,4.44,99.96,97.9,0.0,0,871.0,,,,,,,,,, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,persian,0.0314,871,871,21.24,5.47,100.0,99.9,0.0,0,871.0,,,,,,,,,, |
| openai/whisper-base,Whisper,base,persian,0.0118,871,871,89.86,36.86,99.99,99.1,0.0,0,871.0,,,,,,,,,, |
| openai/whisper-large-v2,Whisper,large-v2,persian,0.0611,871,871,32.03,7.99,99.34,85.8,0.0,0,871.0,,,,,,,,,, |
| openai/whisper-large-v3,Whisper,large-v3,persian,0.0628,871,871,29.49,7.36,99.52,88.7,0.0,0,871.0,,,,,,,,,, |
| openai/whisper-large-v3-turbo,Whisper,turbo,persian,0.0116,871,871,29.61,7.29,99.4,86.2,0.0,0,871.0,,,,,,,,,, |
| openai/whisper-medium,Whisper,medium,persian,0.0374,871,871,39.31,10.41,99.31,85.1,0.0,0,871.0,,,,,,,,,, |
| openai/whisper-small,Whisper,small,persian,0.019,871,871,55.84,18.39,99.72,93.3,0.0,0,871.0,,,,,,,,,, |
| openai/whisper-tiny,Whisper,tiny,persian,0.0149,871,871,182.22,107.75,99.99,99.8,0.0,0,871.0,,,,,,,,,, |
| facebook/mms-1b-all,MMS,1B,hindi,0.0026,418,418,19.82,6.22,99.23,84.0,0.0,0,,,418.0,,,,,,,, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,hindi,0.0348,418,418,15.34,7.94,99.48,99.0,0.5,0,,,416.0,,,2.0,,,,, |
| openai/whisper-base,Whisper,base,hindi,0.1714,418,418,152.92,148.65,5.33,4.1,94.5,1,98.0,,22.0,1.0,,284.0,,13.0,,, |
| openai/whisper-large-v2,Whisper,large-v2,hindi,0.144,418,418,33.67,13.53,95.98,78.5,2.4,0,10.0,,408.0,,,,,,,, |
| openai/whisper-large-v3,Whisper,large-v3,hindi,0.1419,418,418,29.06,10.5,98.46,80.6,0.0,0,,,418.0,,,,,,,, |
| openai/whisper-large-v3-turbo,Whisper,turbo,hindi,0.0244,418,418,32.09,12.3,98.19,79.9,0.0,0,,,418.0,,,,,,,, |
| openai/whisper-medium,Whisper,medium,hindi,0.0882,418,418,39.89,16.48,98.01,79.4,0.0,0,,,418.0,,,,,,,, |
| openai/whisper-small,Whisper,small,hindi,0.3977,418,418,59.01,31.39,99.7,93.5,0.0,0,,,418.0,,,,,,,, |
| openai/whisper-tiny,Whisper,tiny,hindi,0.0962,418,418,264.32,258.75,0.96,1.0,99.0,0,,,4.0,,,399.0,,15.0,,, |
| facebook/mms-1b-all,MMS,1B,bengali,0.0026,920,920,28.08,6.97,99.36,79.9,0.0,0,,920.0,,,,,,,,, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,bengali,0.0321,920,920,16.67,5.26,99.99,99.9,0.0,0,,920.0,,,,,,,,, |
| openai/whisper-base,Whisper,base,bengali,0.1444,920,920,151.24,142.34,0.0,0.0,100.0,0,26.0,,,,,846.0,,48.0,,, |
| openai/whisper-large-v2,Whisper,large-v2,bengali,0.1677,920,920,113.29,93.38,0.72,0.0,99.2,0,15.0,7.0,848.0,,,39.0,,11.0,,, |
| openai/whisper-large-v3,Whisper,large-v3,bengali,0.2222,920,920,72.07,25.11,96.43,58.6,0.3,0,,915.0,,,,1.0,,4.0,,, |
| openai/whisper-large-v3-turbo,Whisper,turbo,bengali,0.0359,920,920,87.01,32.92,94.56,37.1,2.7,0,,891.0,29.0,,,,,,,, |
| openai/whisper-medium,Whisper,medium,bengali,0.1432,920,920,150.42,113.96,3.02,0.0,96.7,60,,27.0,540.0,60.0,,58.0,1.0,234.0,,, |
| openai/whisper-small,Whisper,small,bengali,0.4454,920,920,201.02,123.35,0.0,0.0,100.0,40,3.0,,530.0,40.0,,131.0,,216.0,,, |
| openai/whisper-tiny,Whisper,tiny,bengali,0.0827,920,920,224.15,207.91,0.0,0.0,100.0,0,,,,,,839.0,,81.0,,, |
| facebook/mms-1b-all,MMS,1B,malayalam,0.0028,958,958,30.74,4.89,99.32,76.7,0.0,0,,,,,,,958.0,,,, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,malayalam,0.0333,958,958,30.67,9.22,99.98,99.8,0.0,0,,,,,,,958.0,,,, |
| openai/whisper-base,Whisper,base,malayalam,0.1419,958,958,167.28,153.05,0.0,0.0,100.0,0,7.0,,47.0,,,497.0,,407.0,,, |
| openai/whisper-large-v2,Whisper,large-v2,malayalam,0.2218,958,958,116.31,97.02,0.0,0.0,100.0,2,,,220.0,2.0,,33.0,,703.0,,, |
| openai/whisper-large-v3,Whisper,large-v3,malayalam,0.17,958,958,121.47,99.51,0.75,0.0,99.2,0,,,858.0,,,75.0,8.0,17.0,,, |
| openai/whisper-large-v3-turbo,Whisper,turbo,malayalam,0.0322,958,958,115.28,92.24,13.04,6.4,83.3,0,,,515.0,,,1.0,130.0,312.0,,, |
| openai/whisper-medium,Whisper,medium,malayalam,0.1353,958,958,205.74,129.67,2.24,0.0,97.6,15,,4.0,242.0,15.0,,135.0,23.0,539.0,,, |
| openai/whisper-small,Whisper,small,malayalam,0.4229,958,958,318.8,168.37,0.0,0.0,100.0,9,,,253.0,9.0,,386.0,,310.0,,, |
| openai/whisper-tiny,Whisper,tiny,malayalam,0.0788,958,958,309.47,217.53,0.0,0.0,100.0,11,1.0,,,11.0,,844.0,,102.0,,, |
| facebook/mms-1b-all,MMS,1B,tamil,0.0034,591,591,41.28,11.34,99.17,76.1,0.0,0,,,,,,,,,,591.0, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,tamil,0.0391,591,591,29.33,11.54,99.7,95.6,0.0,0,,,,,,,,,,591.0, |
| openai/whisper-base,Whisper,base,tamil,0.0284,591,591,121.82,73.86,98.68,89.5,0.8,1,,,,1.0,,4.0,,3.0,,583.0, |
| openai/whisper-large-v2,Whisper,large-v2,tamil,0.1451,591,591,47.32,14.28,98.73,78.0,0.0,0,,,,,,,,,,591.0, |
| openai/whisper-large-v3,Whisper,large-v3,tamil,0.1356,591,591,49.22,14.15,98.82,78.5,0.0,0,,,,,,,,,,591.0, |
| openai/whisper-large-v3-turbo,Whisper,turbo,tamil,0.0228,591,591,63.48,17.21,99.07,88.8,0.2,0,,,,,,,,2.0,,589.0, |
| openai/whisper-medium,Whisper,medium,tamil,0.0946,591,591,57.38,18.4,99.07,82.1,0.0,0,,,,,,,,,,591.0, |
| openai/whisper-small,Whisper,small,tamil,0.0495,591,591,79.0,33.75,99.42,85.4,0.0,0,,,,,,1.0,,,,590.0, |
| openai/whisper-tiny,Whisper,tiny,tamil,0.0201,591,591,248.68,208.51,99.85,99.5,0.0,0,,,,,,,,1.0,,590.0, |
| facebook/mms-1b-all,MMS,1B,somali,0.0029,1019,1019,43.95,13.24,99.35,79.1,0.0,1,,,,1.0,,1018.0,,,,, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,somali,0.0347,1019,1019,44.8,17.48,100.0,100.0,0.0,0,,,,,,1019.0,,,,, |
| openai/whisper-base,Whisper,base,somali,0.1475,1019,1019,232.86,166.33,0.07,0.0,99.1,0,1019.0,,,,,,,,,, |
| openai/whisper-large-v2,Whisper,large-v2,somali,0.238,1019,1019,265.11,217.48,0.01,0.0,99.4,1,1018.0,,,1.0,,,,,,, |
| openai/whisper-large-v3,Whisper,large-v3,somali,0.0679,1019,1019,92.27,34.65,99.81,98.3,0.1,0,,,,,,1017.0,,2.0,,, |
| openai/whisper-large-v3-turbo,Whisper,turbo,somali,0.0338,1019,1019,138.35,85.08,82.07,80.9,17.6,0,49.0,,8.0,,,837.0,,125.0,,, |
| openai/whisper-medium,Whisper,medium,somali,0.1357,1019,1019,170.47,149.96,1.48,1.4,97.5,0,916.0,,,,,14.0,,89.0,,, |
| openai/whisper-small,Whisper,small,somali,0.271,1019,1019,126.38,104.99,0.06,0.0,99.3,0,1019.0,,,,,,,,,, |
| openai/whisper-tiny,Whisper,tiny,somali,0.0811,1019,1019,458.02,302.24,99.22,98.0,0.6,36,,,,36.0,,976.0,,7.0,,, |
| facebook/mms-1b-all,MMS,1B,georgian,0.0026,979,979,25.05,4.75,99.12,75.9,0.0,0,,,,,979.0,,,,,, |
| facebook/seamless-m4t-v2-large,SeamlessM4T,v2-large,georgian,0.0434,979,979,14.54,5.94,100.0,99.9,0.0,0,,,,,979.0,,,,,, |
| openai/whisper-base,Whisper,base,georgian,0.0303,979,979,150.69,160.35,0.0,0.0,100.0,0,,,,,,966.0,,13.0,,, |
| openai/whisper-large-v2,Whisper,large-v2,georgian,0.2864,979,979,131.66,104.45,41.02,24.3,58.8,0,,,,,403.0,554.0,,22.0,,, |
| openai/whisper-large-v3,Whisper,large-v3,georgian,0.2905,979,979,68.29,20.41,99.61,79.9,0.0,0,,,,,979.0,,,,,, |
| openai/whisper-large-v3-turbo,Whisper,turbo,georgian,0.0441,979,979,106.09,109.37,96.61,87.9,3.3,0,,,,,947.0,20.0,,12.0,,, |
| openai/whisper-medium,Whisper,medium,georgian,0.1717,979,979,154.53,117.15,93.98,86.6,5.9,1,,,,1.0,920.0,8.0,,50.0,,, |
| openai/whisper-small,Whisper,small,georgian,0.0713,979,979,348.01,140.17,15.98,16.0,84.0,103,,,,103.0,140.0,251.0,,485.0,,, |
| openai/whisper-tiny,Whisper,tiny,georgian,0.0209,979,979,395.94,306.67,0.0,0.0,100.0,13,,,,13.0,,722.0,,244.0,,, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,hindi,0.1599,418,418,16.55,9.39,94.07,74.2,4.5,0,,,399.0,,,19.0,,,,, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,bengali,0.1315,920,920,32.13,16.03,89.27,56.5,5.7,0,,841.0,36.0,,,37.0,,5.0,,1.0, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,malayalam,0.163,958,958,62.58,39.07,63.52,33.6,15.0,0,,10.0,66.0,,,83.0,593.0,82.0,,124.0, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,somali,0.2188,1019,1019,60.78,22.95,99.56,88.3,0.0,0,,,,,,1019.0,,,,, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,georgian,0.2288,979,979,89.15,76.25,19.51,6.0,69.3,0,3.0,5.0,4.0,,195.0,490.0,4.0,268.0,2.0,8.0, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,pashto,0.1961,512,512,78.1,45.84,76.56,60.0,15.8,0,55.0,7.0,60.0,,,24.0,,19.0,346.0,1.0, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,urdu,0.2106,299,299,96.38,82.34,6.46,3.0,61.5,0,12.0,,271.0,,,15.0,,,1.0,, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,arabic,0.1762,428,428,11.95,5.74,97.17,81.5,1.9,0,419.0,,,,,9.0,,,,, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,persian,0.1327,871,871,22.11,9.98,95.4,76.6,3.3,0,836.0,,,,,32.0,,,3.0,, |
| unsloth/gemma-4-E2B-it,Gemma4,E2B,tamil,0.1642,591,591,62.56,36.74,70.08,30.3,14.7,0,,3.0,63.0,,,30.0,49.0,26.0,,420.0, |
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