CoolFace
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MahmoudAshraf/acft-whisper-large-v3-turbo

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face
3likes37downloads
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Model Card

Model Description

This is in a fine-tuned series of OpenAI's Whisper models.

The models have been finetuned for dynamic audio context robustness, allowing shorter audio contexts for better performance with short audio inputs. The method is detailed in our GitHub repo.

  • —Developed by: Mahmoud Ashraf inspired by FUTO
  • —License: Apache-2.0
  • —Finetuned from model: OpenAI Whisper

Uses

These models are not useful by themselves under default Whisper runtime configurations.

The easiest way to test differing audio context is to use whisper.cpp with the --audio-context parameter. We provide converted whisper.cpp models in our GitHub README.

Metrics

Speed was evaluated using TensorRT-LLM using In-flight Batching Dynamic context was padded with additional 128 context for stability

Model NameWER on Earnings22Relative Speed
Large-V3 Full Context15.2831.0x
Large-V3 Dynamic Context17.5152.1x
MahmoudAshraf/acft-whisper-large-v315.3812.1x
Large-V3 Turbo Full Context15.3731.9x
Large-V3 Turbo Dynamic Context62.9216.4x
This Model15.6055.1x

Other Information

More information can be found in this GitHub README.