SubmissionNumber#=%=#86 FinalPaperTitle#=%=#SSN_Semeval10 at SemEval-2024 Task 10: Emotion Discovery and Reasoning its Flip in Conversations ShortPaperTitle#=%=# NumberOfPages#=%=#5 CopyrightSigned#=%=#Antony Rajesh A JobTitle#==# Organization#==#Sri Sivasubramaniya Nadar College of Engineering Chennai, Tamilnadu, INDIA Abstract#==#This paper presents a transformer-based model for recognizing emotions in Hindi-English code-mixed conversations, adhering to the SemEval task constraints. Leveraging BERT-based transformers, we fine-tune pre-trained models on the dataset, incorporating tokenization and attention mechanisms. Our approach achieves competitive performance (weighted F1-score of 0.4), showcasing the effectiveness of BERT in nuanced emotion analysis tasks within code-mixed conversational contexts. Author{1}{Firstname}#=%=#Antony A. Author{1}{Lastname}#=%=#Rajesh Author{1}{Username}#=%=#antony_rajesh Author{1}{Email}#=%=#antony2010532@ssn.edu.in Author{1}{Affiliation}#=%=#SSN College of Engineering, Affiliated to anna university Author{2}{Firstname}#=%=#Supriya Abirami Author{2}{Lastname}#=%=#A Author{2}{Username}#=%=#abi2002 Author{2}{Email}#=%=#supriyaabirami2010354@ssn.edu.in Author{2}{Affiliation}#=%=#SSN College Of Engineering Author{3}{Firstname}#=%=#Aravindan Author{3}{Lastname}#=%=#Chandrabose Author{3}{Username}#=%=#aravindanc Author{3}{Email}#=%=#aravindanc@ssn.edu.in Author{3}{Affiliation}#=%=#Sri Sivasubramaniya Nadar College of Engineering Author{4}{Firstname}#=%=#Senthil Kumar Author{4}{Lastname}#=%=#B Author{4}{Username}#=%=#bsenthilkumar Author{4}{Email}#=%=#senthil@ssn.edu.in Author{4}{Affiliation}#=%=#Sri Sivasubramaniya Nadar College of Engineering ========== èéáğö