Emotion Analysis in NLP: Challenges, Applications and Ethical Considerations

Flor Miríam Plaza del Arco

Date and time: 27.02.25, 5pm CET

Speaker: Flor Miriam Plaza del Arco, Universidad de Bocconi

Abstract:

In this talk, we will address the concept of emotions and their relationship to Natural Language Processing (NLP). We will discuss current trends and gaps in emotion analysis in this field, as well as real-world applications such as social media monitoring, empathetic dialogue systems, and chatbots for mental health. We will also discuss ethical implications, focusing on biases and stereotypes of large language models, as well as the consequences of implementing “empathetic” and emotionally supportive chatbots. The talk will provide an overview of the benefits and challenges of integrating emotions into language technologies.

Bio:

Flor Miriam Plaza del Arco is a postdoctoral researcher in the MilaNLP group at Università Bocconi. In January 2023, she obtained her PhD in Information and Communication Technologies from the SINAI group at the University of Jaén, where she contributed significantly to the detection of hate speech by creating resources and language models. Her research focuses on the intersection of language, technology and society, focusing on the analysis of emotions and offensive language, with the aim of generating a positive impact on society. Recently, she investigates the ethical implications of emotion analysis in large language models through the identification of biases and stereotypes. Flor has co-organized several shared tasks such as EmoEvalES, MeOffendES and MentalRiskES at Iberlef (SEPLN), and workshops such as "The 8th Workshop on Online Abuse and Harms (WOAH)” at the NAACL conference in 2024. Currently, she is leading the co-organization of the tutorial "Countering Hateful and Offensive Speech Online - Open Challenges" to be held at this year's EMNLP Conference. Recently, she has been awarded the prestigious National Computer Science Award in the Young Researchers category and the award for the best PhD thesis in NLP by SEPLN.Inscripción (obligatoria) y enlace

Zoom

Zoom link (mandatory registration): https://zoom.us/webinar/register/WN_XA2LKdSyRoqqQL6DTs4ueA

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