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Title: GitHub - efeslab/LiteASR: [EMNLP Main '25] LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation · GitHub

Open Graph Title: GitHub - efeslab/LiteASR: [EMNLP Main '25] LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation

X Title: GitHub - efeslab/LiteASR: [EMNLP Main '25] LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation

Description: [EMNLP Main '25] LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation - efeslab/LiteASR

Open Graph Description: [EMNLP Main '25] LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation - efeslab/LiteASR

X Description: [EMNLP Main '25] LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation - efeslab/LiteASR

Opengraph URL: https://github.com/efeslab/LiteASR

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Codehttps://github.com/efeslab/LiteASR
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arxiv.org/abs/2502.20583https://arxiv.org/abs/2502.20583
asrhttps://github.com/topics/asr
speechhttps://github.com/topics/speech
speech-recognitionhttps://github.com/topics/speech-recognition
speech-to-texthttps://github.com/topics/speech-to-text
whisperhttps://github.com/topics/whisper
Readmehttps://github.com/efeslab/LiteASR#readme-ov-file
Apache-2.0 licensehttps://github.com/efeslab/LiteASR#Apache-2.0-1-ov-file
Activityhttps://github.com/efeslab/LiteASR/activity
Custom propertieshttps://github.com/efeslab/LiteASR/custom-properties
5 forkshttps://github.com/efeslab/LiteASR/forks
Report repositoryhttps://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fefeslab%2FLiteASR&report=efeslab+%28user%29
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14 Commitshttps://github.com/efeslab/LiteASR/commits/main/
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Apache-2.0 licensehttps://github.com/efeslab/LiteASR
https://github.com/efeslab/LiteASR#liteasr-efficient-automatic-speech-recognition-with-low-rank-approximation
https://arxiv.org/abs/2502.20583
https://huggingface.co/efficient-speech/lite-whisper-large-v3-turbo
https://huggingface.co/efficient-speech/lite-whisper-large-v3
preprinthttps://arxiv.org/abs/2502.20583
https://github.com/efeslab/LiteASR/blob/main/assets/pareto.png
https://github.com/efeslab/LiteASR#abstract
https://github.com/efeslab/LiteASR#quick-start
herehttps://huggingface.co/efficient-speech
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https://github.com/efeslab/LiteASR#motivations-and-methodology
Whisper-Turbohttps://huggingface.co/openai/whisper-large-v3-turbo
Distill-Whisperhttps://huggingface.co/distil-whisper/distil-large-v3
batching efficiencyhttps://le.qun.ch/en/blog/2023/05/13/transformer-batching/
https://github.com/efeslab/LiteASR/blob/main/assets/latency_breakdown.png
streaming applicationshttps://github.com/ufal/whisper_streaming
paperhttps://arxiv.org/abs/2502.20583
https://github.com/efeslab/LiteASR/blob/main/assets/idea.png
https://github.com/efeslab/LiteASR#benchmark-results
ESB datasetshttps://huggingface.co/datasets/hf-audio/esb-datasets-test-only-sorted
whisper-large-v3https://huggingface.co/openai/whisper-large-v3
lite-whisper-large-v3-acchttps://huggingface.co/efficient-speech/lite-whisper-large-v3-acc
lite-whisper-large-v3https://huggingface.co/efficient-speech/lite-whisper-large-v3
lite-whisper-large-v3-fasthttps://huggingface.co/efficient-speech/lite-whisper-large-v3-fast
whisper-large-v3-turbohttps://huggingface.co/openai/whisper-large-v3-turbo
lite-whisper-large-v3-turbo-acchttps://huggingface.co/efficient-speech/lite-whisper-large-v3-turbo-acc
lite-whisper-large-v3-turbohttps://huggingface.co/efficient-speech/lite-whisper-large-v3-turbo
lite-whisper-large-v3-turbo-fasthttps://huggingface.co/efficient-speech/lite-whisper-large-v3-turbo-fast
whisper-mediumhttps://huggingface.co/openai/whisper-medium
our paperhttps://arxiv.org/abs/2502.20583
https://github.com/efeslab/LiteASR#acknowledgement
OpenAI Whisperhttps://github.com/openai/whisper
MLX Whisperhttps://github.com/ml-explore/mlx-examples/tree/main/whisper
ASR Leaderboardhttps://github.com/huggingface/open_asr_leaderboard
https://github.com/efeslab/LiteASR#citation
arxiv.org/abs/2502.20583https://arxiv.org/abs/2502.20583
asrhttps://github.com/topics/asr
speechhttps://github.com/topics/speech
speech-recognitionhttps://github.com/topics/speech-recognition
speech-to-texthttps://github.com/topics/speech-to-text
whisperhttps://github.com/topics/whisper
Readmehttps://github.com/efeslab/LiteASR#readme-ov-file
Apache-2.0 licensehttps://github.com/efeslab/LiteASR#Apache-2.0-1-ov-file
Activityhttps://github.com/efeslab/LiteASR/activity
Custom propertieshttps://github.com/efeslab/LiteASR/custom-properties
5 forkshttps://github.com/efeslab/LiteASR/forks
Report repositoryhttps://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fefeslab%2FLiteASR&report=efeslab+%28user%29
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