Open access
Jul 2026
Efficient Sentiment, Emotion, and Toxic Speech Analysis on Social Media Using Lightweight LLMs: A Practical Approach for Digital Transformation
This study provides operational guidelines regarding model selection based on latency, accuracy, and cost trade-offs as well as optimal prompt engineering techniques to help researchers and developers integrate LLM-based social media analytics into digitized business practices.
Ioannis Kapantaidakis, Ioannis Kopanakis, Emmanouil Perakakis et al.
· Applied System Innovation · 0 citations