menu
techminis

A naukri.com initiative

google-web-stories
Home

>

ML News

>

Who Said W...
source image

Arxiv

2w

read

147

img
dot

Image Credit: Arxiv

Who Said What WSW 2.0? Enhanced Automated Analysis of Preschool Classroom Speech

  • An automated framework WSW 2.0 has been introduced for analyzing vocal interactions in preschool classrooms.
  • The framework integrates wav2vec2-based speaker classification and Whisper speech transcription to enhance accuracy and scalability.
  • WSW 2.0 achieved a weighted F1 score of .845, accuracy of .846, and an error-corrected kappa of .672 for speaker classification.
  • The framework exhibited high absolute agreement intraclass correlations with expert transcriptions for various classroom language features, showing potential for revolutionizing educational research.

Read Full Article

like

8 Likes

For uninterrupted reading, download the app