Optimised knowledge distillation for efficient social media emotion recognition using DistilBERT and ALBERT

Optimised knowledge distillation for efficient social media emotion recognition using DistilBERT and ALBERT

Abstract Accurate emotion recognition in social media text is critical for applications such as sentiment analysis, mental health monitoring, and human-computer interaction. However, existing approaches face challenges like computational complexity and class imbalance, limiting their deployment in r...

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Bibliographic Details
Main Authors: Muhammad Hussain, Caikou Chen, Muzammil Hussain, Muhammad Anwar, Mohammed Abaker, Abdelzahir Abdelmaboud, Iqra Yamin
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Emotion recognition
Knowledge distillation
Transformer compression
Efficient NLP
Social media emotions
DistilBERT
Online Access:https://doi.org/10.1038/s41598-025-16001-9
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https://doi.org/10.1038/s41598-025-16001-9

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