NLPBK at VLSP-2020 shared task: Compose transformer pretrained models for Reliable Intelligence Identification on Social network

01/29/2021
by   Thanh Chinh Nguyen, et al.
0

This paper describes our method for tuning a transformer-based pretrained model, to adaptation with Reliable Intelligence Identification on Vietnamese SNSs problem. We also proposed a model that combines bert-base pretrained models with some metadata features, such as the number of comments, number of likes, images of SNS documents,... to improved results for VLSP shared task: Reliable Intelligence Identification on Vietnamese SNSs. With appropriate training techniques, our model is able to achieve 0.9392 ROC-AUC on public test set and the final version settles at top 2 ROC-AUC (0.9513) on private test set.

READ FULL TEXT
research
12/10/2020

Leveraging Transfer Learning for Reliable Intelligence Identification on Vietnamese SNSs (ReINTEL)

This paper proposed several transformer-based approaches for Reliable In...
research
09/27/2021

ReINTEL Challenge 2020: A Comparative Study of Hybrid Deep Neural Network for Reliable Intelligence Identification on Vietnamese SNSs

The overwhelming abundance of data has created a misinformation crisis. ...
research
12/19/2017

Wikidata Vandalism Detection - The Loganberry Vandalism Detector at WSDM Cup 2017

Wikidata is the new, large-scale knowledge base of the Wikimedia Foundat...
research
03/09/2021

Comparing Approaches to Dravidian Language Identification

This paper describes the submissions by team HWR to the Dravidian Langua...
research
12/16/2020

ReINTEL: A Multimodal Data Challenge for Responsible Information Identification on Social Network Sites

This paper reports on the ReINTEL Shared Task for Responsible Informatio...
research
12/11/2020

Prediction of Hemolysis Tendency of Peptides using a Reliable Evaluation Method

There are numerous peptides discovered through past decades, which exhib...

Please sign up or login with your details

Forgot password? Click here to reset