HiRE: High Recall Approximate Top-$k$ Estimation for Efficient LLM Inference

Yashas Samaga B L, Varun Yerram, Chong You +4

Autoregressive decoding with generative Large Language Models (LLMs) on accelerators (GPUs/TPUs) is often memory-bound where most of the time is spent on transferring model paramet…