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

1 code implementation • ACL 2022 • Stephen H. 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, Gunjan Chhablani, Han Wang, Jason Alan Fries, Maged S. Al-shaibani, Shanya Sharma, Urmish Thakker, Khalid Almubarak, Xiangru Tang, Dragomir Radev, Mike Tian-Jian Jiang, Alexander M. Rush

PromptSource is a system for creating, sharing, and using natural language prompts.

Multitask Prompted Training Enables Zero-Shot Task Generalization

3 code implementations • ICLR 2022 • Victor Sanh, Albert Webson, Colin Raffel, Stephen H. Bach, Lintang Sutawika, Zaid Alyafeai, Antoine Chaffin, Arnaud Stiegler, Teven Le Scao, Arun Raja, Manan Dey, M Saiful Bari, Canwen Xu, Urmish Thakker, Shanya Sharma Sharma, Eliza Szczechla, Taewoon Kim, Gunjan Chhablani, Nihal Nayak, Debajyoti Datta, Jonathan Chang, Mike Tian-Jian Jiang, Han Wang, Matteo Manica, Sheng Shen, Zheng Xin Yong, Harshit Pandey, Rachel Bawden, Thomas Wang, Trishala Neeraj, Jos Rozen, Abheesht Sharma, Andrea Santilli, Thibault Fevry, Jason Alan Fries, Ryan Teehan, Tali Bers, Stella Biderman, Leo Gao, Thomas Wolf, Alexander M. Rush

Large language models have recently been shown to attain reasonable zero-shot generalization on a diverse set of tasks (Brown et al., 2020).

Language Modelling

DRIFT: A Toolkit for Diachronic Analysis of Scientific Literature

1 code implementation • EMNLP (ACL) 2021 • Abheesht Sharma, Gunjan Chhablani, Harshit Pandey, Rajaswa Patil

In this work, we present to the NLP community, and to the wider research community as a whole, an application for the diachronic analysis of research corpora.

Keyword Extraction

A Novel 3D-UNet Deep Learning Framework Based on High-Dimensional Bilateral Grid for Edge Consistent Single Image Depth Estimation

no code implementations • 21 May 2021 • Mansi Sharma, Abheesht Sharma, Kadvekar Rohit Tushar, Avinash Panneer

Further, another novel 3DBGES-UNet model is introduced that integrate 3DBG-UNet for inferring an accurate depth map given a single color view.

Depth Estimation Semantic Segmentation

Superpixel-based Knowledge Infusion in Deep Neural Networks for Image Classification

1 code implementation • 20 May 2021 • Gunjan Chhablani, Abheesht Sharma, Harshit Pandey, Tirtharaj Dash

Our experiments are extensive, and we evaluate the predictive performance of our proposed hybrid vision model on seven different image classification datasets from a variety of domains such as digit and object recognition, biometrics, medical imaging.

Face Recognition Image Classification +2

LRG at TREC 2020: Document Ranking with XLNet-Based Models

no code implementations • 28 Feb 2021 • Abheesht Sharma, Harshit Pandey

We experiment with two hybrid models which first filter out the best podcasts based on user's query with a classical IR technique, and then perform re-ranking on the shortlisted documents based on the detailed description using a transformer-based model.

Document Ranking Information Retrieval +1

NLRG at SemEval-2021 Task 5: Toxic Spans Detection Leveraging BERT-based Token Classification and Span Prediction Techniques

1 code implementation • SEMEVAL 2021 • Gunjan Chhablani, Abheesht Sharma, Harshit Pandey, Yash Bhartia, Shan Suthaharan

In our paper, we explore simple versions of both of these approaches and their performance on the task.

NER Toxic Spans Detection

LRG at SemEval-2021 Task 4: Improving Reading Comprehension with Abstract Words using Augmentation, Linguistic Features and Voting

1 code implementation • SEMEVAL 2021 • Abheesht Sharma, Harshit Pandey, Gunjan Chhablani, Yash Bhartia, Tirtharaj Dash

Given a fill-in-the-blank-type question and a corresponding context, the task is to predict the most suitable word from a list of 5 options.

Language Modelling Reading Comprehension