Optimization-Driven Sentiment Classification: Integrating RoBERTa Fine Tuning with Particle Swarm Optimization for Hyperparameter Selection

Kotpalliwar Saket Sumedh , Dr. Priya Vij

Optimization-Driven Sentiment Classification: Integrating RoBERTa Fine Tuning with Particle Swarm Optimization for Hyperparameter Selection

Authors

Kotpalliwar Saket Sumedh , Dr. Priya Vij

Keywords:

Sentiment Classification; RoBERTa; Particle Swarm Optimization; Hyperparameter Optimization; Transformer Models; Deep Learning; Natural Language Processing; Swarm Intelligence; Optimization-Driven AI; Text Analytics

Abstract

Sentiment classification has evolved significantly with the advent of transformer-basedarchitectures, particularly the robustly optimized bidirectional encoder representations from transformers model. However,

References

Ahmed, R., Khan, S., & Patel, V. (2023). Swarm intelligence in NLP optimization. Journal of Artificial Intelligence Research, 58(2), 145–162

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Published

2024-06-20

How to Cite

Kotpalliwar Saket Sumedh , Dr. Priya Vij. (2024). Optimization-Driven Sentiment Classification: Integrating RoBERTa Fine Tuning with Particle Swarm Optimization for Hyperparameter Selection . Journal of Computational Analysis and Applications (JoCAAA), 33(06), 3949–3955. Retrieved from https://eudoxuspress.com/index.php/pub/article/view/5023