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Automatic Speech Recognition research benchmarks – Page 6 · SOTA2 Research

Automatic Speech Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Low-resource Dialectal Speech 5 languages (test)

28.6WER

18

May 25, 2026

195.05Amharic ASR Score

18

Mar 26, 2026

CommonVoice 17.0 (test)

granite-speech-4.0-1b

2.8Word Error Rate (WER)

18

Mar 13, 2026

8.5CER

18

Feb 26, 2026

CommonVoice (test)

0.46WER

18

Jun 2, 2026

VoxPopuli (dev)

6.02WER

18

Apr 21, 2026

Loquacious (dev)

5.52WER

18

Feb 26, 2026

UMA + self-condition

13.7Sub Error Rate

18

Feb 26, 2026

LRS2-2Mix (test)

17.74WER

18

Feb 26, 2026

3.68WER

18

Apr 21, 2026

LRS3 low-resource (test)

Serdyuk et al. (2022)

0.016WER

18

Feb 26, 2026

ATCO2 1-hour (test)

Whisper-small, BEARD (5381 h) + FT

17.17WER

17

May 13, 2026

Loquacious (test)

6.26WER

17

Feb 26, 2026

MERaLiON-2-10B-ASR

28.68WER

17

Mar 18, 2026

Fleurs en (test)

0.336WER

17

Feb 26, 2026

AISHELL-2 iOS (test)

2.27WER

17

Mar 27, 2026

SlideAVSR (test)

Qwen2.5-Omni-7B C-ASR

9.5WER (All)

16

Jun 11, 2026

SlideSpeech (test)

Qwen2.5-Omni-7B Reason

7.2WER (All)

16

Jun 11, 2026

ERJ 1.0 (non-native)

Posterior-based soft assignment (WavLM)

38.8WER

16

Jun 8, 2026

AfriSpeech-200 (target domains)

46.5Igbo Error Rate

16

Apr 21, 2026

7.12WER

16

Mar 6, 2026

Brazilian Portuguese

20.99WER

16

Mar 6, 2026

African-accented Portuguese (AAP)

21.53WER

16

Mar 6, 2026

European Portuguese (EP) Full Avg.

11.55WER

16

Mar 6, 2026

European Portuguese OOD

16.07WER

16

Mar 6, 2026

Page 6 of 38

Popular datasets

LibriSpeech FLEURS Common Voice AISHELL Multilingual ASR Corpus

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