2 papers
cs.LG2025
Fine-Tuning Small Language Models for Domain-Specific AI: An Edge AI Perspective
Rakshit Aralimatti, Syed Abdul Gaffar Shakhadri, Kruthika KR +1
Deploying large scale language models on edge devices faces inherent challenges such as high computational demands, energy consumption, and potential data privacy risks. This paper…
cs.CL2024
SHAKTI: A 2.5 Billion Parameter Small Language Model Optimized for Edge AI and Low-Resource Environments
Syed Abdul Gaffar Shakhadri, Kruthika KR, Rakshit Aralimatti
We introduce Shakti, a 2.5 billion parameter language model specifically optimized for resource-constrained environments such as edge devices, including smartphones, wearables, and…