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Automatic Speech Recognition research benchmarks – Page 14 · SOTA2 Research

Automatic Speech Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Mesolitica Malay

Polyglot-Lion-1.7B

21.51Word Error Rate (WER)

9

Mar 18, 2026

MERaLiON-2-10B-ASR

22.42WER

9

Mar 18, 2026

MERaLiON-2-10B-ASR

19.29WER

9

Mar 18, 2026

Common Voice Tamil

MERaLiON-2-10B-ASR

31.78WER

9

Mar 18, 2026

Fleurs Mandarin

Polyglot-Lion-1.7B

8CER

9

Mar 18, 2026

AISHELL Mandarin 3

Polyglot-Lion-1.7B

1.86CER

9

Mar 18, 2026

Common Voice Mandarin

Polyglot-Lion-1.7B

4.91CER

9

Mar 18, 2026

National Speech Corpus (NSC) English

MERaLiON-2-10B-ASR

4.62WER

9

Mar 18, 2026

3.44Word Error Rate (WER)

9

Mar 9, 2026

L2-ARCTIC (test)

7.2WER

9

Mar 9, 2026

Prompt Projector

0.245WER

9

Feb 26, 2026

Prompt Projector

11.14WER

9

Feb 26, 2026

HeartBeats-ASR-Bench

HeartTranscriptor

0.187WER (English, 200)

9

Feb 26, 2026

2.56ZH-CER

9

Feb 26, 2026

Live transcription scenario Apple MacBook M3

27Latency (ms)

9

Feb 26, 2026

Supreme-court-speech

parakeet-rnnt-1.1b

15.5WER

9

Feb 26, 2026

Common Voice (test)

8.5WER

9

Feb 26, 2026

1.1WER

9

Feb 26, 2026

AliMeeting (test)

Zipformer (IHM)

12.07Character Error Rate

9

Feb 26, 2026

System Combination (6+7+8+9) + TrafoXL LM

7.2SWB Metric

9

Feb 26, 2026

Eval2000 Fisher-Switchboard 2300-h (test)

10.9WER

9

Feb 26, 2026

LRS3-TED Noisy (test)

27.7WER

9

Feb 26, 2026

LRS2-BBC Noisy (test)

23.6WER

9

Feb 26, 2026

Indian Languages ASR dataset 8 dialects: bh, bn, ch, kn, mg, mr, mt, te

4.72CER (bh)

8

Jul 7, 2026

ASTRA ASR Pipeline

14.45WER

8

Jun 18, 2026

Page 14 of 38

Popular datasets

LibriSpeech FLEURS Common Voice AISHELL Multilingual ASR Corpus

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