Table 2 Teams and Their Approaches in the HOPE 2023 Shared Task.

From: Multilingual identification of nuanced dimensions of hope speech in social media texts

Team

Learning approach

Method

F1 Score (Spanish)

F1 Score (English)

Zootopi26

Transformer

ChatGPT

0.916

0.4429

I2C-Huelva24

Transformer

BERTuit

0.5012

0.501

NLP URJC27

Transformer

RoBERTa

0.710

0.482

Habesha25

Traditional ML

SVM

0.481

0.489

Zavira28

Traditional ML

KNN (Spanish), SVM (English)

0.657

0.482

UMUTeam29

Transformer

Various LLMs

0.710

0.482

LIDOMA30

Neural networks

CNN

0.500

0.450

NLP_SSN_CSE31

Traditional ML

Various

0.591

0.368