Pranav Nair

On Reducing Repetition in Abstractive Summarization

2021 · Student Research Workshop .../Proceedings of the Student Research Workshop ...

Repetition in natural language generation reduces the informativeness of text and makes it less appealing. Various techniques have been proposed to alleviate it. In this work, we explore and propose techniques to reduce repetition in …

CDQuant: Greedy Coordinate Descent for Accurate LLM Quantization

2024 · arXiv (Cornell University)

Large language models (LLMs) have recently demonstrated remarkable performance across diverse language tasks. But their deployment is often constrained by their substantial computational and storage requirements. Quantization has emerged as a key technique for addressing …