New Technology / Smart Devices
Technology signals, innovation themes, and applied engineering trends. Topic: Smart-Devices. Updated briefs and structured summaries from curated sources.
He accidentally gained control of 7,000 robot vacuums
OpenAI’s Audio Gap
Full timeline
0.0–300.0
OpenAI is developing audio-first devices that require support for various dialects and languages to cater to a global audience. The lack of diverse training data, especially audio data, presents a significant challenge in developing effective audio models.
- OpenAI is developing audio-first devices that allow users to interact through speech. These devices are intended for a global audience and require support for various dialects and languages
- There is a significant gap between Western and non-Western languages in the performance of text-based models. This disparity is even more pronounced in audio models, which rely heavily on training data
- The lack of training data, particularly audio data, poses a major challenge for developing effective audio models. Companies need diverse data that includes speakers of different ages and genders discussing a wide range of topics
- Training data must cover various subjects, from customer support to medicine, to ensure comprehensive model performance. However, such diverse data does not occur naturally in many languages
- Collecting the necessary training data is a complex task for companies. They must actively seek out and gather this data, which can be a difficult and resource-intensive process
- OpenAIs audio-first device efforts aim to enable users to interact with the device through speech. Researchers indicate that there is already a gap between Western and non-Western languages with text-based models, and this gap is even larger with audio models