problemConquero at SemEval-2020 Task 12: Transformer and Soft label-based approaches

07/21/2020
by   Karishma Laud, et al.
0

In this paper, we present various systems submitted by our team problemConquero for SemEval-2020 Shared Task 12 Multilingual Offensive Language Identification in Social Media. We participated in all the three sub-tasks of OffensEval-2020, and our final submissions during the evaluation phase included transformer-based approaches and a soft label-based approach. BERT based fine-tuned models were submitted for each language of sub-task A (offensive tweet identification). RoBERTa based fine-tuned model for sub-task B (automatic categorization of offense types) was submitted. We submitted two models for sub-task C (offense target identification), one using soft labels and the other using BERT based fine-tuned model. Our ranks for sub-task A were Greek-19 out of 37, Turkish-22 out of 46, Danish-26 out of 39, Arabic-39 out of 53, and English-20 out of 85. We achieved a rank of 28 out of 43 for sub-task B. Our best rank for sub-task C was 20 out of 39 using BERT based fine-tuned model.

READ FULL TEXT
research
08/03/2020

LT@Helsinki at SemEval-2020 Task 12: Multilingual or language-specific BERT?

This paper presents the different models submitted by the LT@Helsinki te...
research
09/05/2020

Accenture at CheckThat! 2020: If you say so: Post-hoc fact-checking of claims using transformer-based models

We introduce the strategies used by the Accenture Team for the CLEF2020 ...
research
07/28/2020

GUIR at SemEval-2020 Task 12: Domain-Tuned Contextualized Models for Offensive Language Detection

Offensive language detection is an important and challenging task in nat...
research
06/15/2023

ChatGPT for Suicide Risk Assessment on Social Media: Quantitative Evaluation of Model Performance, Potentials and Limitations

This paper presents a novel framework for quantitatively evaluating the ...
research
07/23/2022

Patent Search Using Triplet Networks Based Fine-Tuned SciBERT

In this paper, we propose a novel method for the prior-art search task. ...
research
06/06/2023

CL-UZH at SemEval-2023 Task 10: Sexism Detection through Incremental Fine-Tuning and Multi-Task Learning with Label Descriptions

The widespread popularity of social media has led to an increase in hate...
research
10/05/2020

PUM at SemEval-2020 Task 12: Aggregation of Transformer-based models' features for offensive language recognition

In this paper, we describe the PUM team's entry to the SemEval-2020 Task...

Please sign up or login with your details

Forgot password? Click here to reset