Nihal V. Nayak

Context Based Approach for Second Language Acquisition

2018

SLAM 2018 focuses on predicting a student's mistake while using the Duolingo application. In this paper, we describe the system we developed for this shared task. Our system uses a logistic regression model to predict …

TAGLETS: A System for Automatic Semi-Supervised Learning with Auxiliary Data

2021 · arXiv (Cornell University)

Artifacts for the Artifact Evaluation of MLSys 2022 TAGLETS is a system that automatically and efficiently exploits all available data, including labeled, unlabeled, and auxiliary data, for a given task to produce a single, robust …

Multitask Prompted Training Enables Zero-Shot Task Generalization

2021 · arXiv (Cornell University)

Large language models have recently been shown to attain reasonable zero-shot generalization on a diverse set of tasks (Brown et al., 2020). It has been hypothesized that this is a consequence of implicit multitask learning …

PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts

2022

Stephen Bach, Victor Sanh, Zheng Xin Yong, Albert Webson, Colin Raffel, Nihal V. Nayak, Abheesht Sharma, Taewoon Kim, M Saiful Bari, Thibault Fevry, Zaid Alyafeai, Manan Dey, Andrea Santilli, Zhiqing Sun, Srulik Ben-david, Canwen Xu, …