2 papers
cs.LG2025
Energy-Efficient Transformer Inference: Optimization Strategies for Time Series Classification
Arshia Kermani, Ehsan Zeraatkar, Habib Irani
The increasing computational demands of transformer models in time series classification necessitate effective optimization strategies for energy-efficient deployment. Our study pr…
cs.CL2025
A Systematic Evaluation of LLM Strategies for Mental Health Text Analysis: Fine-tuning vs. Prompt Engineering vs. RAG
Arshia Kermani, Veronica Perez-Rosas, Vangelis Metsis
This study presents a systematic comparison of three approaches for the analysis of mental health text using large language models (LLMs): prompt engineering, retrieval augmented g…