NIT COVID-19 at WNUT-2020 Task 2: Deep Learning Model RoBERTa for Identify Informative COVID-19 English Tweets

11/11/2020
by   Jagadeesh M S, et al.
0

This paper presents the model submitted by the NIT_COVID-19 team for identified informative COVID-19 English tweets at WNUT-2020 Task2. This shared task addresses the problem of automatically identifying whether an English tweet related to informative (novel coronavirus) or not. These informative tweets provide information about recovered, confirmed, suspected, and death cases as well as the location or travel history of the cases. The proposed approach includes pre-processing techniques and pre-trained RoBERTa with suitable hyperparameters for English coronavirus tweet classification. The performance achieved by the proposed model for shared task WNUT 2020 Task2 is 89.14

READ FULL TEXT
research
08/28/2020

TATL at W-NUT 2020 Task 2: A Transformer-based Baseline System for Identification of Informative COVID-19 English Tweets

As the COVID-19 outbreak continues to spread throughout the world, more ...
research
10/01/2020

Phonemer at WNUT-2020 Task 2: Sequence Classification Using COVID Twitter BERT and Bagging Ensemble Technique based on Plurality Voting

This paper presents the approach that we employed to tackle the EMNLP WN...
research
09/06/2020

BANANA at WNUT-2020 Task 2: Identifying COVID-19 Information on Twitter by Combining Deep Learning and Transfer Learning Models

The outbreak COVID-19 virus caused a significant impact on the health of...
research
09/14/2020

Not-NUTs at W-NUT 2020 Task 2: A BERT-based System in Identifying Informative COVID-19 English Tweets

As of 2020 when the COVID-19 pandemic is full-blown on a global scale, p...
research
05/03/2018

Binarizer at SemEval-2018 Task 3: Parsing dependency and deep learning for irony detection

In this paper, we describe the system submitted for the SemEval 2018 Tas...
research
04/22/2018

IIIDYT at SemEval-2018 Task 3: Irony detection in English tweets

In this paper we introduce our system for the task of Irony detection in...
research
06/15/2023

MPSA-DenseNet: A novel deep learning model for English accent classification

This paper presents three innovative deep learning models for English ac...

Please sign up or login with your details

Forgot password? Click here to reset