SubmissionNumber#=%=#112 FinalPaperTitle#=%=#FeedForward at SemEval-2024 Task 10: Trigger and sentext-height enriched emotion analysis in multi-party conversations ShortPaperTitle#=%=# NumberOfPages#=%=#12 CopyrightSigned#=%=#Zuhair Hasan Shaik JobTitle#==# Organization#==# Abstract#==#This paper reports on an innovative approach to Emotion Recognition in Conversation and Emotion Flip Reasoning for the SemEval-2024 competition with a specific focus on analyzing Hindi-English code-mixed language. By integrating Large Language Models (LLMs) with Instruction-based Fine-tuning and Quantized Low-Rank Adaptation (QLoRA), this study introduces innovative techniques like Sentext-height and advanced prompting strategies to navigate the intricacies of emotional analysis in code-mixed conversational data. The results of the proposed work effectively demonstrate its ability to overcome label bias and the complexities of code-mixed languages. Our team achieved ranks of 5, 3, and 3 in tasks 1, 2, and 3 respectively. This study contributes valuable insights and methods for enhancing emotion recognition models, underscoring the importance of continuous research in this field. Author{1}{Firstname}#=%=#Zuhair Hasan Author{1}{Lastname}#=%=#Shaik Author{1}{Username}#=%=#zuhair_hasan Author{1}{Email}#=%=#zuhashaik12@gmail.com Author{1}{Affiliation}#=%=#Indian Institute of Information Technology, Dharwad Author{2}{Firstname}#=%=#Dhivya Prasanna Author{2}{Lastname}#=%=#R Author{2}{Username}#=%=#prasanna83 Author{2}{Email}#=%=#prasanna0083@gmail.com Author{2}{Affiliation}#=%=#Indian Institute of Information Technology Dharwad Author{3}{Firstname}#=%=#Enduri Author{3}{Lastname}#=%=#Jahnavi Author{3}{Username}#=%=#enduri_jahnavi Author{3}{Email}#=%=#jahnavienduri@gmail.com Author{3}{Affiliation}#=%=#Btech Student at Indian Institute of Information Technology, Dharwad Author{4}{Firstname}#=%=#Rishi Koushik Reddy Author{4}{Lastname}#=%=#Thippireddy Author{4}{Username}#=%=#rishi164 Author{4}{Email}#=%=#rishikoushik18@gmail.com Author{4}{Affiliation}#=%=#Indian Institute of Information Technology Dharwad India Author{5}{Firstname}#=%=#VAMSI MADHAV Author{5}{Lastname}#=%=#P S S Author{5}{Username}#=%=#vamsi Author{5}{Email}#=%=#pssmvamsi@gmail.com Author{5}{Affiliation}#=%=#Indian Institute of information technology, Dharwad Author{6}{Firstname}#=%=#SUNIL Author{6}{Lastname}#=%=#SAUMYA Author{6}{Username}#=%=#sunilsaumya Author{6}{Email}#=%=#sunil.saumya@iiitdwd.ac.in Author{6}{Affiliation}#=%=#INDIAN INSTITUTE OF INFORMATION TECHNOLOGY DHARWAD Author{7}{Firstname}#=%=#Shankar Author{7}{Lastname}#=%=#Biradar Author{7}{Username}#=%=#shankarb Author{7}{Email}#=%=#shankar@iiitdwd.ac.in Author{7}{Affiliation}#=%=#Researchscholar ========== èéáğö