SubmissionNumber#=%=#201 FinalPaperTitle#=%=#VerbaNexAI Lab at SemEval-2024 Task 10: Emotion recognition and reasoning in mixed-coded conversations based on an NRC VAD approach ShortPaperTitle#=%=# NumberOfPages#=%=#7 CopyrightSigned#=%=#Edwin Puertas JobTitle#==# Organization#==# Abstract#==#This study introduces an innovative approach to emotion recognition and reasoning about emotional shifts in code-mixed conversations, leveraging the NRC VAD Lexicon and computational models such as Transformer and GRU. Our methodology systematically identifies and categorizes emotional triggers, employing Emotion Flip Reasoning (EFR) and Emotion Recognition in Conversation (ERC). Through experiments with the MELD and MaSaC datasets, we demonstrate the model's precision in accurately identifying emotional shift triggers and classifying emotions, evidenced by a significant improvement in accuracy as shown by an increase in the F1 score when including VAD analysis. These results underscore the importance of incorporating complex emotional dimensions into conversation analysis, paving new pathways for understanding emotional dynamics in code-mixed texts. Author{1}{Firstname}#=%=#Santiago Author{1}{Lastname}#=%=#Garcia Author{1}{Email}#=%=#bedoyas@utb.edu.co Author{1}{Affiliation}#=%=#Universidad Tecnologica de Bolivar Author{2}{Firstname}#=%=#Elizabeth Author{2}{Lastname}#=%=#Martinez Author{2}{Email}#=%=#eayala@utb.edu.co Author{2}{Affiliation}#=%=#Universidad Tecnologica de Bolivar Author{3}{Firstname}#=%=#Juan Author{3}{Lastname}#=%=#Cuadrado Author{3}{Email}#=%=#jflechas@utb.edu.co Author{3}{Affiliation}#=%=#Universidad Tecnologica de Bolivar Author{4}{Firstname}#=%=#Juan Carlos Author{4}{Lastname}#=%=#Martinez-Santos Author{4}{Email}#=%=#jcmartinezs@utb.edu.co Author{4}{Affiliation}#=%=#Universidad Tecnologica de Bolivar Author{5}{Firstname}#=%=#Edwin Author{5}{Lastname}#=%=#Puertas Author{5}{Username}#=%=#eapuerta Author{5}{Email}#=%=#epuerta@utb.edu.co Author{5}{Affiliation}#=%=#Universidad Tecnologica de Bolivar ========== èéáğö