SubmissionNumber#=%=#114 FinalPaperTitle#=%=#TECHSSN at SemEval-2024 Task 10: LSTM-based Approach for Emotion Detection in Multilingual Code-Mixed Conversations ShortPaperTitle#=%=# NumberOfPages#=%=#7 CopyrightSigned#=%=#S.Rajalakshmi JobTitle#==# Organization#==#Dr.S.Rajalakshmi, Assistant Professor, Department of Computer Science and Engineering, Sri Sivasubramaniya Nadar College of Engineering, Chennai, Tamil Nadu, India. Abstract#==#Emotion Recognition in Conversation (ERC) in the context of code-mixed Hindi-English interactions is a subtask addressed in SemEval-2024 as Task 10. We made our maiden attempt to solve the problem using natural language processing, machine learning and deep learning techniques, that perform well in properly assigning emotions to individual utterances from a predefined collection. The use of well-proven classifier such as Long Short Term Memory networks improve the model's efficacy than the BERT and Glove based models. How-ever, difficulties develop in the subtle arena of emotion-flip reasoning in multi-party discussions, emphasizing the importance of specialized methodologies. Our findings shed light on the intricacies of emotion dynamics in code-mixed languages, pointing to potential areas for further research and refinement in multilingual understanding. Author{1}{Firstname}#=%=#Ravindran Author{1}{Lastname}#=%=#V Author{1}{Username}#=%=#ravindranv Author{1}{Email}#=%=#ravindran2213003@ssn.edu.in Author{1}{Affiliation}#=%=#Sri Sivasubramaniya Nadar College of Engineering Author{2}{Firstname}#=%=#Shreejith Babu Author{2}{Lastname}#=%=#G Author{2}{Username}#=%=#shreejith_babu_g Author{2}{Email}#=%=#shreejithbabu2213006@ssn.edu.in Author{2}{Affiliation}#=%=#Sri Sivasubramaniya Nadar College of Engineering Author{3}{Firstname}#=%=#Aashika Author{3}{Lastname}#=%=#Jetti Author{3}{Username}#=%=#aashikajetti Author{3}{Email}#=%=#aashika2210193@ssn.edu.in Author{3}{Affiliation}#=%=#Sri Sivasubramaniya Nadar College of Engineering Author{4}{Firstname}#=%=#Rajalakshmi Author{4}{Lastname}#=%=#Sivanaiah Author{4}{Username}#=%=#rajalakshmis Author{4}{Email}#=%=#rajalakshmis@ssn.edu.in Author{4}{Affiliation}#=%=#Sri Sivasubramaniya Nadar College of Engineering Author{5}{Firstname}#=%=#Angel Deborah Author{5}{Lastname}#=%=#S Author{5}{Username}#=%=#angeldeborahsuseelan Author{5}{Email}#=%=#angeldeborahs@ssn.edu.in Author{5}{Affiliation}#=%=#SSN College of Engineering Author{6}{Firstname}#=%=#Mirnalinee Author{6}{Lastname}#=%=#ThankaNadar Author{6}{Username}#=%=#mirna123 Author{6}{Email}#=%=#mirnalineett@ssn.edu.in Author{6}{Affiliation}#=%=#Sri Siva SubramaniayaNadar College of Engineering Author{7}{Firstname}#=%=#Milton Author{7}{Lastname}#=%=#R S Author{7}{Email}#=%=#miltonrs@ssn.edu.in Author{7}{Affiliation}#=%=#Sri Sivasubramaniya Nadar College of Engineering ========== èéáğö