Abhishek Jha

On terms in a dynamical divisibility sequence having a fixed G.C.D with their index

2021 · arXiv (Cornell University)

Let $F(x)$ be an integer coefficient polynomial with degree at least $2.$ Define the sequence $a_n$ by $a_n=F(a_{n-1})$ for all $n\ge 1$ and $a_0=0.$ Let $\mathscr{B}_{F,G,k}$ be the set of all positive integers $n$ such …

Exploring Low-Cost Transformer Model Compression for Large-Scale Commercial Reply Suggestions

2021 · arXiv (Cornell University)

Fine-tuning pre-trained language models improves the quality of commercial reply suggestion systems, but at the cost of unsustainable training times. Popular training time reduction approaches are resource intensive, thus we explore low-cost model compression techniques …