How Many Parameters Does Your Task Really Need? Task Specific Pruning with LLM-Sieve

Waleed Reda, Abhinav Jangda, Krishna Chintalapudi

As Large Language Models (LLMs) are increasingly deployed for narrow tasks in resource-constrained settings, a central question arises: how much of an LLM is truly necessary for a…