LILA: Calibration-Free Structured Pruning of Large Language Models via Latent Spectral Geometry

Sankar Behera, Dhruv Singh, Anshika Agnihotri +3

Structured pruning of large language models (LLMs) offers hardware-efficient compression, yet existing methods require calibration data, gradient computation, or large auxiliary po…