We're hiring!
*

Transforming speech technology with WhisperLive

Kara Bembridge avatar

Kara Bembridge
May 28, 2024

Share this post:

Reading time:

The world of AI has made leaps and bounds from what it once was, but there are still some adjustments required for the optimal outcome. In the realm of conversational AI, VoxAI had already developed a platform to capture customer orders. The response time and oratory abilities needed improvement and this is where Collabora stepped in with WhisperLive.

WhisperLive, a real-time transcription service powered by OpenAI's Whisper model departed from traditional speech recognition methods by incorporating voice activity detection (VAD). VAD identifies speech presence, allowing for selective transmission of audio data to enhance transcription accuracy while optimizing data handling.

Simultaneously, Collabora employed a finely tuned Mistral model for the NLP component. Renowned for its efficiency and versatility, Mistral is six times faster and equally or more effective than the Llama 2 70B model across benchmarks. This model supports multiple languages and possesses inherent coding capabilities.

As we look to the WhisperLive's promising possibilities, our Machine Learning Lead, Marcus Edel, puts it best:

"The future of customer interaction lies in the harmonious fusion of sophisticated AI and powerful communication technologies. As we continue our mission and build fully in the open, WhisperLive, and now the award-nominated WhisperFusion, are poised to make an impact in the communication technology landscape."

To learn more about how this project came to life, take a look at out our case study.

If you're eager to implement your own transcription service, please get in touch! Our machine learning team is ready to assist you with your AI needs.

Comments (0)


Add a Comment






Allowed tags: <b><i><br>Add a new comment:


Search the newsroom

Latest Blog Posts

Faster inference: torch.compile vs TensorRT

19/12/2024

In the world of deep learning optimization, two powerful tools stand out: torch.compile, PyTorch’s just-in-time (JIT) compiler, and NVIDIA’s…

Mesa CI and the power of pre-merge testing

08/10/2024

Having multiple developers work on pre-merge testing distributes the process and ensures that every contribution is rigorously tested before…

A shifty tale about unit testing with Maxwell, NVK's backend compiler

15/08/2024

After rigorous debugging, a new unit testing framework was added to the backend compiler for NVK. This is a walkthrough of the steps taken…

A journey towards reliable testing in the Linux Kernel

01/08/2024

We're reflecting on the steps taken as we continually seek to improve Linux kernel integration. This will include more detail about the…

Building a Board Farm for Embedded World

27/06/2024

With each board running a mainline-first Linux software stack and tested in a CI loop with the LAVA test framework, the Farm showcased Collabora's…

Smart audio filters with WirePlumber 0.5

26/06/2024

WirePlumber 0.5 arrived recently with many new and essential features including the Smart Filter Policy, enabling audio filters to automatically…

Open Since 2005 logo

Our website only uses a strictly necessary session cookie provided by our CMS system. To find out more please follow this link.

Collabora Limited © 2005-2024. All rights reserved. Privacy Notice. Sitemap.