LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation

Benchmark Model Rank Results
speech-recognition-on-amiefficient-speech/lite-whisper-large-v3-acc#30Word Error Rate (WER): 14.81
speech-recognition-on-amiefficient-speech/lite-whisper-large-v3#39Word Error Rate (WER): 15.61
speech-recognition-on-amiefficient-speech/lite-whisper-large-v3-turbo-acc#40Word Error Rate (WER): 15.61
speech-recognition-on-amiefficient-speech/lite-whisper-large-v3-fast#50Word Error Rate (WER): 18.69
speech-recognition-on-ami-cleanedefficient-speech/lite-whisper-large-v3-acc#40Word Error Rate (WER): 13.69
speech-recognition-on-ami-cleanedefficient-speech/lite-whisper-large-v3-turbo-acc#46Word Error Rate (WER): 14.08
speech-recognition-on-ami-cleanedefficient-speech/lite-whisper-large-v3#47Word Error Rate (WER): 14.14
speech-recognition-on-ami-cleanedefficient-speech/lite-whisper-large-v3-fast#52Word Error Rate (WER): 16.53
speech-recognition-on-earnings-22efficient-speech/lite-whisper-large-v3-acc#17Word Error Rate (WER): 10.69
speech-recognition-on-earnings-22efficient-speech/lite-whisper-large-v3#23Word Error Rate (WER): 11.14
speech-recognition-on-earnings-22efficient-speech/lite-whisper-large-v3-turbo-acc#24Word Error Rate (WER): 11.19
speech-recognition-on-earnings-22efficient-speech/lite-whisper-large-v3-fast#33Word Error Rate (WER): 12.13
speech-recognition-on-gigaspeech-cleanedefficient-speech/lite-whisper-large-v3-acc#26Word Error Rate (WER): 8.48
speech-recognition-on-gigaspeech-cleanedefficient-speech/lite-whisper-large-v3-turbo-acc#28Word Error Rate (WER): 8.59
speech-recognition-on-gigaspeech-cleanedefficient-speech/lite-whisper-large-v3#31Word Error Rate (WER): 8.64
speech-recognition-on-gigaspeech-cleanedefficient-speech/lite-whisper-large-v3-fast#38Word Error Rate (WER): 9.02
speech-recognition-on-gigaspeech-testefficient-speech/lite-whisper-large-v3-acc#23Word Error Rate (WER): 8.53
speech-recognition-on-gigaspeech-testefficient-speech/lite-whisper-large-v3-turbo-acc#26Word Error Rate (WER): 8.64
speech-recognition-on-gigaspeech-testefficient-speech/lite-whisper-large-v3#29Word Error Rate (WER): 8.69
speech-recognition-on-gigaspeech-testefficient-speech/lite-whisper-large-v3-fast#38Word Error Rate (WER): 9.09
speech-recognition-on-librispeech-test-cleanefficient-speech/lite-whisper-large-v3-acc#44Word Error Rate (WER): 1.63
speech-recognition-on-librispeech-test-cleanefficient-speech/lite-whisper-large-v3#46Word Error Rate (WER): 1.66
speech-recognition-on-librispeech-test-cleanefficient-speech/lite-whisper-large-v3-turbo-acc#52Word Error Rate (WER): 1.73
speech-recognition-on-librispeech-test-cleanefficient-speech/lite-whisper-large-v3-fast#57Word Error Rate (WER): 1.8
speech-recognition-on-librispeech-test-otherefficient-speech/lite-whisper-large-v3-acc#42Word Error Rate (WER): 3.5
speech-recognition-on-librispeech-test-otherefficient-speech/lite-whisper-large-v3#53Word Error Rate (WER): 3.87
speech-recognition-on-librispeech-test-otherefficient-speech/lite-whisper-large-v3-turbo-acc#59Word Error Rate (WER): 4.08
speech-recognition-on-librispeech-test-otherefficient-speech/lite-whisper-large-v3-fast#76Word Error Rate (WER): 4.67
speech-recognition-on-spgispeechefficient-speech/lite-whisper-large-v3#21Word Error Rate (WER): 2.56
speech-recognition-on-spgispeechefficient-speech/lite-whisper-large-v3-acc#24Word Error Rate (WER): 2.62
speech-recognition-on-spgispeechefficient-speech/lite-whisper-large-v3-turbo-acc#27Word Error Rate (WER): 2.66
speech-recognition-on-spgispeechefficient-speech/lite-whisper-large-v3-fast#34Word Error Rate (WER): 2.87
speech-recognition-on-voxpopuliefficient-speech/lite-whisper-large-v3#36Word Error Rate (WER): 7.32
speech-recognition-on-voxpopuliefficient-speech/lite-whisper-large-v3-fast#37Word Error Rate (WER): 7.44
speech-recognition-on-voxpopuliefficient-speech/lite-whisper-large-v3-acc#41Word Error Rate (WER): 7.77
speech-recognition-on-voxpopuliefficient-speech/lite-whisper-large-v3-turbo-acc#42Word Error Rate (WER): 7.81
speech-recognition-on-voxpopuli-cleanedefficient-speech/lite-whisper-large-v3#6Word Error Rate (WER): 2.5
speech-recognition-on-voxpopuli-cleanedefficient-speech/lite-whisper-large-v3-fast#9Word Error Rate (WER): 2.65
speech-recognition-on-voxpopuli-cleanedefficient-speech/lite-whisper-large-v3-acc#17Word Error Rate (WER): 3.35
speech-recognition-on-voxpopuli-cleanedefficient-speech/lite-whisper-large-v3-turbo-acc#18Word Error Rate (WER): 3.35