Overview of PoliticEs 2022:: Spanish Author Profiling for Political Ideology

• Autores: José Antonio García Díaz, Salud M. Jiménez Zafra , María Teresa Martín Valdivia , Francisco García Sánchez , Luis Alfonso Ureña López , Rafael Valencia García
• Localización: Procesamiento del lenguaje natural, ISSN 1135-5948, Nº. 69, 2022, págs. 265-272
• Idioma: inglés
• Títulos paralelos:
  • Resumen de la tarea PoliticEs 2022:: Perfilado del Autor Español por su Ideología Política
• Enlaces
  • Texto completo
• Dialnet Métricas: 2 Citas
• Resumen
  • español

    Este artículo presenta la tarea PoliticEs 2022, organizada en el taller IberLEF 2022, en el marco de la 38 edición del Congreso Internacional de la Sociedad Española para el Procesamiento del Lenguaje Natural. Esta tarea tiene como objetivo extraer la ideología política de un usuario a partir de un conjunto de tuits publicados por él. En concreto, se centró en la identificación del género y la profesión, como rasgos demográficos, y la ideología política desde una perspectiva binaria y multiclase, como rasgo psicográfico. La tarea PoliticEs atrajo a 63 equipos que se inscribieron a través de CodaLab. Finalmente, 20 enviaron resultados y 14 presentaron artículos describiendo sus sistemas. La mayoría de los equipos propusieron enfoques basados en transformers, aunque algunos de ellos también utilizaron algoritmos tradicionales de aprendizaje automático o incluso una combinación de ambos enfoques.

  • English

    This paper presents the PoliticEs 2022 shared task, organized at IberLEF 2022 workshop, within the framework of the 38th International Conference of the Spanish Society for Natural Language Processing. This task aims to extract the political ideology from a given user’s set of tweets. Specifically, it focused on the identification of the gender and the profession, as demographic traits, and the political ideology from a binary and multi-class perspective, as a psychographic trait. The PoliticEs task attracted 63 teams that registered through CodaLab. Finally, 20 submitted results and 14 presented working notes describing their systems. Most of the teams proposed transformer-based approaches, although some of them also used traditional machine learning algorithms or even a combination of both approaches.

• Referencias bibliográficas
  • Baumgaertner, B., J. E. Carlisle, and F. Justwan. 2018. The influence of political ideology and trust on willingness to vaccinate. PloS one,...
  • Bevendorff, J., B. Chulvi, G. L. D. L. Peña Sarracen, M. Kestemont, E. Manjavacas, I. Markov, M. Mayerl, M. Potthast, F. Rangel, P. Rosso,...
  • Cabrera, H., E. S. Tellez, and S. Miranda. 2022. INFOTEC-LaBD at PoliticES 2022: Low-dimensional Stacking Model for Political Ideology Profiling....
  • Cañete, J., G. Chaperon, R. Fuentes, J.-H. Ho, H. Kang, and J. Perez. 2020. Spanish pre-trained bert model and evaluation data. Pml4dc at...
  • Cañete, J., S. Donoso, F. Bravo-Marquez, A. Carvallo, and V. Araujo. 2022. Albeto and distilbeto: Lightweight spanish language models. arXiv...
  • Carrasco, S. S. and R. C. Rosillo. 2022. LosCalis at PoliticEs 2022: Political Author Profiling using BETO and MarIA. In Proceedings of the...
  • De la Rosa, J., E. G. Ponferrada, M. Romero, P. Villegas, P. G. de Prado Salas, and M. Grandury. 2022. Bertin: Efficient pretraining of a...
  • Espin-Riofrio, C., J. Ortiz-Zambrano, and A. Montejo-Raez. 2022. SINAI at PoliticEs 2022: Exploring Relative Frequency of Words in Stylometrics...
  • Fatke, M. 2017. Personality traits and political ideology: A first global assessment. Political Psychology, 38(5):881–899.
  • Garcıa-Dıaz, J. A., A. Almela, G. Alcaraz- Marmol, and R. Valencia-Garcıa. 2020. UMUCorpusClassifier: Compilation and evaluation of linguistic...
  • Garcıa-Dıaz, J. A., R. Colomo-Palacios, and R. Valencia-Garcıa. 2022. Psychographic traits identification based on political ideology: An...
  • Garcıa-Ochoa Martın-Forero, A., A. Mas- sotti Lopez, and I. Segura-Bedmar. 2022. UC3MDeep at PoliticEs 2022: Exploring Traditional Machine...
  • Gutierrez Fandiño, A., J. Armengol Estape, M. P`amies, J. Llop Palao, J. Silveira Ocampo, C. Pio Carrino, C. Armentano Oller, C. Rodriguez...
  • Holgado, C. G. and A. Sinha. 2022. HalBERT at PoliticEs 2022: Are Machine Learning Algorithms better for Author Profiling? In Proceedings...
  • Kenton, J. D. M.-W. C. and L. K. Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings...
  • Liu, Y., M. Ott, N. Goyal, J. Du, M. Joshi, D. Chen, O. Levy, M. Lewis, L. Zettlemoyer, and V. Stoyanov. 2019. Roberta: A robustly optimized...
  • Manea, A.-A. and L. P. Dinu. 2022. UniRetro at PoliticEs@IberLef 2022: Political Ideology Profiling using Language Models. In Proceedings...
  • Montes-y Gomez, M., J. Gonzalo, F. Rangel, M. Casavantes, M. A. Alvarez-Carmona, G. Bel-Enguix, H. Jair Escalante, L. Freitas, A. Miranda-Escalada,...
  • Mosquera, A. 2022. Alejandro Mosquera at PoliticEs 2022: Towards Robust Spanish Author Profiling and Lessons Learned from Adversarial Attacks....
  • Ochoa-Hernandez, J. L. and Y. Aleman. 2022. TeamMX at PoliticEs 2022: Analysis of Feature Sets in Spanish Author Profiling for Political Ideology....
  • Ramos, P. C., J. M. Vazquez, V. P. Alvarez, and J. L. D. Olmedo. 2022. I2C at PoliticEs 2022: Using Transformers to Identify Political Ideology...
  • Rodrigo, A., H. Fabregat, and R. Centeno. 2022. UNED at PoliticEs 2022: Testing Approximate Nearest Neighbors and Spanish Language Models...
  • Rodrıguez-Garcıa, M. A., S. Montalvo Her- ranz, and R. Martınez Unanue. 2022. URJC-Team at PoliticEs 2022: Political Ideology Prediction using...
  • Santibañez-Cortes, E., A. CarrilloCabrera, Y. A. Castillo-Castillo, D. Moctezuma, and V. Muñiz-Sanchez. 2022. CIMAT 2021 at PoliticEs 2022:...
  • Ta, H. T., A. B. S. Rahman, L. Najjar, and A. Gelbukh. 2022. THANGCIC at PoliticEs 2022: Term-based BERT for Extracting Political Ideology...
  • Vaswani, A., N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, L . Kaiser, and I. Polosukhin. 2017. Attention is all you need. Advances...
  • Verhulst, B., L. J. Eaves, and P. K. Hatemi. 2012. Correlation not causation: The relationship between personality traits and political ideologies....
  • Villa-Cueva, E., I. Gonzalez-Franco, F. Sanchez-Vega, and A. P. LopezMonroy. 2022. NLP-CIMAT at PoliticEs 2022: PolitiBETO, a Domain-Adapted...