Separate CSV files for each language

multilingual_de.csv

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+model,RTFx,FLEURS WER,MCV WER
+assembly/universal-3-pro,-1,2.42,2.76
+CohereLabs/cohere-transcribe-03-2026,650.74,3.33,2.87
+elevenlabs/scribe_v2,-1,2.3,2.19
+facebook/omniASR-CTC-1B-v2,742.2,7.2,9.64
+facebook/omniASR-CTC-300M-v2,1211.23,14.06,18.9
+facebook/omniASR-CTC-3B-v2,491.17,5.04,7.3
+facebook/omniASR-CTC-7B-v2,302.68,4.89,7.01
+facebook/omniASR-LLM-1B-v2,50.29,7.09,7.28
+facebook/omniASR-LLM-300M-v2,47.9,7.84,11.68
+facebook/omniASR-LLM-3B-v2,49.38,4.68,7.14
+facebook/omniASR-LLM-7B-v2,44.56,3.69,5.3
+microsoft/azure-speech,-1,1.93,1.88
+microsoft/Phi-4-multimodal-instruct,123.08,3.68,4.1
+mistralai/Voxtral-Mini-3B-2507,152.14,3.78,5.53
+mistralai/Voxtral-Mini-4B-Realtime-2602,42.61,4.9,8.02
+mistralai/Voxtral-Small-24B-2507,86.89,2.52,3.4
+modulate/multilingual,-1,4.02,2.87
+nvidia/canary-1b-v2,1307.83,3.43,4.69
+nvidia/parakeet-tdt-0.6b-v3,3362.94,4.16,4.07
+openai/whisper-large-v3,273.35,3.66,8.61
+openai/whisper-large-v3-turbo,331.51,3.66,8.61
+Qwen/Qwen3-ASR-0.6B,230.06,5.3,8.34
+Qwen/Qwen3-ASR-1.7B,233.18,3.21,4.89
+reson8/resonant-1,-1,2.56,3.01
+reson8/resonant-1-flash,-1,2.56,3.01
+soniox/stt-async-v5,-1,2.66,4.62
+speechmatics/enhanced,-1,3.56,1.99

multilingual_es.csv

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+model,RTFx,FLEURS WER,MCV WER,MLS WER
+assembly/universal-3-pro,-1,2.2,2.76,2.52
+CohereLabs/cohere-transcribe-03-2026,723.2,3.26,2.79,2.38
+elevenlabs/scribe_v2,-1,1.85,2.55,2.55
+facebook/omniASR-CTC-1B-v2,842.8,5.25,7.39,4.15
+facebook/omniASR-CTC-300M-v2,1088.31,9.37,13.45,7.03
+facebook/omniASR-CTC-3B-v2,563,4,5.87,3.72
+facebook/omniASR-CTC-7B-v2,360.67,3.88,5.62,3.79
+facebook/omniASR-LLM-1B-v2,59.17,3.79,5.28,3.9
+facebook/omniASR-LLM-300M-v2,65.22,5.31,7.51,4.67
+facebook/omniASR-LLM-3B-v2,56.69,3.42,5.42,3.5
+facebook/omniASR-LLM-7B-v2,53.96,2.94,4.07,3.21
+microsoft/azure-speech,-1,1.75,2.24,2.77
+microsoft/Phi-4-multimodal-instruct,129.76,3.08,3.96,3.94
+mistralai/Voxtral-Mini-3B-2507,188.46,3.46,4.28,4.87
+mistralai/Voxtral-Mini-4B-Realtime-2602,53.09,2.8,5.05,4.84
+mistralai/Voxtral-Small-24B-2507,104.14,2.86,3.01,3.21
+modulate/multilingual,-1,3.77,2.78,2.38
+nvidia/canary-1b-v2,1466.05,2.63,3.94,3.13
+nvidia/parakeet-tdt-0.6b-v3,3786.16,3.25,3.53,4.36
+openai/whisper-large-v3,328.27,2.73,5.88,3.85
+openai/whisper-large-v3-turbo,403.3,2.73,5.88,3.85
+Qwen/Qwen3-ASR-0.6B,312.53,4.47,6.52,6.85
+Qwen/Qwen3-ASR-1.7B,257.71,2.99,4.12,4.43
+reson8/resonant-1,-1,2.24,2.93,2.81
+reson8/resonant-1-flash,-1,2.24,2.93,2.81
+soniox/stt-async-v5,-1,2.4,4.27,3.44
+speechmatics/enhanced,-1,2.61,2.05,3.55

multilingual_fr.csv

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+model,RTFx,FLEURS WER,MCV WER,MLS WER
+assembly/universal-3-pro,-1,2.84,6.3,2.33
+CohereLabs/cohere-transcribe-03-2026,699.77,4.33,5.28,2.44
+elevenlabs/scribe_v2,-1,2.93,4.4,2.53
+facebook/omniASR-CTC-1B-v2,810.19,10.71,13.3,6.87
+facebook/omniASR-CTC-300M-v2,1195.36,21.08,21.89,12.79
+facebook/omniASR-CTC-3B-v2,595.57,8.31,10.84,5.2
+facebook/omniASR-CTC-7B-v2,335.72,7.65,10.12,4.94
+facebook/omniASR-LLM-1B-v2,54.54,7.46,9.45,4.46
+facebook/omniASR-LLM-300M-v2,55.84,11.23,12.63,6.81
+facebook/omniASR-LLM-3B-v2,53.8,6.88,10.5,4.38
+facebook/omniASR-LLM-7B-v2,50.19,5.21,7.33,3.27
+microsoft/azure-speech,-1,2.78,4.28,2.75
+microsoft/Phi-4-multimodal-instruct,119.56,4.19,6.83,4.27
+mistralai/Voxtral-Mini-3B-2507,181.52,4.29,7.78,4.95
+mistralai/Voxtral-Mini-4B-Realtime-2602,51.91,8.19,9.62,5.59
+mistralai/Voxtral-Small-24B-2507,95.19,3.53,5.58,3.25
+modulate/multilingual,-1,4.71,5.27,2.45
+nvidia/canary-1b-v2,1456.55,4.35,6.58,3.45
+nvidia/parakeet-tdt-0.6b-v3,3618.38,4.68,6.35,5.12
+openai/whisper-large-v3,295.12,4.88,11.62,4.22
+openai/whisper-large-v3-turbo,363.61,4.88,11.62,4.22
+Qwen/Qwen3-ASR-0.6B,237.95,7.12,10.81,8.49
+Qwen/Qwen3-ASR-1.7B,229.92,4.13,7.91,5.08
+reson8/resonant-1,-1,3.61,5.81,2.92
+reson8/resonant-1-flash,-1,3.61,5.81,2.92
+soniox/stt-async-v5,-1,4.24,9.84,4.55
+speechmatics/enhanced,-1,4.37,5.7,4.61

multilingual_it.csv

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+model,RTFx,FLEURS WER,MCV WER,MLS WER
+assembly/universal-3-pro,-1,1.56,3.97,6.78
+CohereLabs/cohere-transcribe-03-2026,717.97,2.33,2.51,4.06
+elevenlabs/scribe_v2,-1,0.9,2.17,4.39
+facebook/omniASR-CTC-1B-v2,876.58,4.85,8.15,6.23
+facebook/omniASR-CTC-300M-v2,999.96,9.29,15.19,10.05
+facebook/omniASR-CTC-3B-v2,566.33,3.34,6.37,5.5
+facebook/omniASR-CTC-7B-v2,328.19,3.34,5.68,4.99
+facebook/omniASR-LLM-1B-v2,52.82,3.4,6.12,5.79
+facebook/omniASR-LLM-300M-v2,56.44,5.24,9.14,6.93
+facebook/omniASR-LLM-3B-v2,54.35,3.36,7.17,5.57
+facebook/omniASR-LLM-7B-v2,48.95,2.29,4.18,4.53
+microsoft/azure-speech,-1,1.03,1.8,4.71
+microsoft/Phi-4-multimodal-instruct,118.14,1.93,3.31,6.91
+mistralai/Voxtral-Mini-3B-2507,179.08,2.22,5.75,7.7
+mistralai/Voxtral-Mini-4B-Realtime-2602,49.35,3.02,6.35,10.11
+mistralai/Voxtral-Small-24B-2507,96.31,2.27,3.31,5.77
+modulate/multilingual,-1,2.93,2.51,4.05
+nvidia/canary-1b-v2,1361.57,2.35,4.51,7.4
+nvidia/parakeet-tdt-0.6b-v3,3427.19,2.42,3.38,8.19
+openai/whisper-large-v3,320.57,3.29,6.58,6.47
+openai/whisper-large-v3-turbo,400.47,3.29,6.58,6.47
+Qwen/Qwen3-ASR-0.6B,293.64,4.62,9.03,14.2
+Qwen/Qwen3-ASR-1.7B,246.98,2.18,4.68,9.38
+reson8/resonant-1,-1,1.56,2.55,4.77
+reson8/resonant-1-flash,-1,1.56,2.55,4.77
+soniox/stt-async-v5,-1,1.68,4,6.92
+speechmatics/enhanced,-1,2.64,3.98,9.66

multilingual_pt.csv

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+model,RTFx,FLEURS WER,MLS WER
+assembly/universal-3-pro,-1,3.18,4.54
+CohereLabs/cohere-transcribe-03-2026,610.08,4.24,7.74
+elevenlabs/scribe_v2,-1,2.6,3.21
+facebook/omniASR-CTC-1B-v2,808.65,7.08,10.87
+facebook/omniASR-CTC-300M-v2,1134.89,13.41,15.37
+facebook/omniASR-CTC-3B-v2,487.96,5.51,7.53
+facebook/omniASR-CTC-7B-v2,283.3,5.45,7.54
+facebook/omniASR-LLM-1B-v2,38.61,5.4,9.14
+facebook/omniASR-LLM-300M-v2,38.93,7.61,11.56
+facebook/omniASR-LLM-3B-v2,37.87,5.02,9.31
+facebook/omniASR-LLM-7B-v2,35.87,4.12,6.29
+microsoft/azure-speech,-1,2.47,3.73
+microsoft/Phi-4-multimodal-instruct,89.5,3.33,6.9
+mistralai/Voxtral-Mini-3B-2507,230.85,3.73,7.17
+mistralai/Voxtral-Mini-4B-Realtime-2602,40.7,4.6,7.99
+mistralai/Voxtral-Small-24B-2507,124.01,3.63,5.15
+modulate/multilingual,-1,3.46,6.34
+nvidia/canary-1b-v2,1367.04,4.16,8.35
+nvidia/parakeet-tdt-0.6b-v3,3256.94,4.46,7.7
+openai/whisper-large-v3,454.97,3.77,5.49
+openai/whisper-large-v3-turbo,643.35,3.77,5.49
+Qwen/Qwen3-ASR-0.6B,278.07,6.09,13.78
+Qwen/Qwen3-ASR-1.7B,253.33,3.98,8.42
+reson8/resonant-1,-1,3.47,3.52
+reson8/resonant-1-flash,-1,3.47,3.52
+soniox/stt-async-v5,-1,3.11,4.91
+speechmatics/enhanced,-1,4.72,5.22