SubmissionNumber#=%=#96 FinalPaperTitle#=%=#Innovators at SemEval-2024 Task 10: Revolutionizing Emotion Recognition and Flip Analysis in Code-Mixed Texts ShortPaperTitle#=%=# NumberOfPages#=%=#8 CopyrightSigned#=%=#Abhay Shanbhag JobTitle#==# Organization#==#PICT Survey No. 27, Near Trimurti Chowk Dhankwadi, Pune - 411043 Abstract#==#In this paper, we introduce our system for all three tracks of the SemEval 2024 EDiReF Shared Task 10, which focuses on Emotion Recognition in Conversation (ERC) and Emotion Flip Reasoning (EFR) within the domain of conversational analysis. Task-Track 1 (ERC) aims to assign an emotion to each utterance in the Hinglish language from a predefined set of possible emotions. Tracks 2 (EFR) and 3 (EFR) aim to identify the trigger utterance(s) for an emotion flip in a multi-party conversation dialogue in Hinglish and English text, respectively. For Track 1, our study spans both traditional machine learning ensemble techniques, including Decision Trees, SVM, Logistic Regression, and Multinomial NB models, as well as advanced transformer-based models like XLM-Roberta (XLMR), DistilRoberta, and T5 from Hugging Face's transformer library. In the EFR competition, we developed and proposed two innovative algorithms to tackle the challenges presented in Tracks 2 and 3. Specifically, our team, Innovators, developed a standout algorithm that propelled us to secure the 2nd rank in Track 2, achieving an impressive F1 score of 0.79, and the 7th rank in Track 3, with an F1 score of 0.68. Author{1}{Firstname}#=%=#Abhay Gajanan Author{1}{Lastname}#=%=#Shanbhag Author{1}{Username}#=%=#abhishan Author{1}{Email}#=%=#abhayshanbhag0110@gmail.com Author{1}{Affiliation}#=%=#PICT, India Author{2}{Firstname}#=%=#Suramya Rajendra Author{2}{Lastname}#=%=#Jadhav Author{2}{Username}#=%=#suramya Author{2}{Email}#=%=#2018suramyajadhav@gmail.com Author{2}{Affiliation}#=%=#PICT, India Author{3}{Firstname}#=%=#Shashank Author{3}{Lastname}#=%=#Rathi Author{3}{Username}#=%=#trinity Author{3}{Email}#=%=#shashankrathi2@gmail.com Author{3}{Affiliation}#=%=#Pune Institute of Computer Technology Author{4}{Firstname}#=%=#Siddhesh Author{4}{Lastname}#=%=#Pande Author{4}{Username}#=%=#sidpan Author{4}{Email}#=%=#siddheshspande@gmail.com Author{4}{Affiliation}#=%=#PICT, India Author{5}{Firstname}#=%=#Dipali Dattatray Author{5}{Lastname}#=%=#Kadam Author{5}{Username}#=%=#dipali-123 Author{5}{Email}#=%=#ddkadam@pict.edu Author{5}{Affiliation}#=%=#SPPU at Pune ========== èéáğö