Daniel Campos — accepted AI-conference papers

2023

Compressing Cross-Lingual Multi-Task Models at Qualtrics

Daniel Campos, Daniel Perry, Samir Joshi, Yashmeet Gambhir, Wei Du, Zhengzheng Xing +1

AAAI 2023technical

Experience management is an emerging business area where organizations focus on understanding the feedback of customers and employees in order to improve their end-to-end experiences. This results in a unique set of machine learning problems to help understand how people feel, discover issues they c…

Cited by 2 Source ↗PDF ↗Scholar ↗

2022

The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models

Eldar Kurtic, Daniel Campos, Tuan Nguyen, Elias Frantar, Mark Kurtz, Benjamin Fineran +2

EMNLP 2022main

In this paper, we consider the problem of sparsifying BERT models, which are a key building block for natural language processing, in order to reduce their storage and computational cost. We introduce the Optimal BERT Surgeon (oBERT), an efficient and accurate pruning method based on approximate sec…

Cited by 146 Source ↗PDF ↗code ↗Scholar ↗