Suayder M. Costa

Deploying Language Models on Android-Based Edge Devices: A Practical Evaluation Pipeline

Results show that most models above 500 million parameters were not suitable for the target environment, while a subset of 4-bit quantized models achieved stable execution and acceptable response quality, and provide practical guidance for integrating generative AI into low-resource consumer hardware.