no code implementations • WS 2020 • Ashutosh Adhikari, Achyudh Ram, Raphael Tang, William L. Hamilton, Jimmy Lin
Fine-tuned variants of BERT are able to achieve state-of-the-art accuracy on many natural language processing tasks, although at significant computational costs.
no code implementations • 15 Nov 2019 • Achyudh Ram, Ji Xin, Meiyappan Nagappan, Yao-Liang Yu, Rocío Cabrera Lozoya, Antonino Sabetta, Jimmy Lin
Public vulnerability databases such as CVE and NVD account for only 60% of security vulnerabilities present in open-source projects, and are known to suffer from inconsistent quality.
1 code implementation • NAACL 2019 • Ashutosh Adhikari, Achyudh Ram, Raphael Tang, Jimmy Lin
Neural network models for many NLP tasks have grown increasingly complex in recent years, making training and deployment more difficult.
Ranked #2 on Document Classification on IMDb-M
3 code implementations • 17 Apr 2019 • Ashutosh Adhikari, Achyudh Ram, Raphael Tang, Jimmy Lin
We present, to our knowledge, the first application of BERT to document classification.
Ranked #1 on Document Classification on Yelp-14
1 code implementation • 23 Dec 2018 • Achyudh Ram, Meiyappan Nagappan
Sentiment analysis, a popular technique for opinion mining, has been used by the software engineering research community for tasks such as assessing app reviews, developer emotions in issue trackers and developer opinions on APIs.