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cs.CL2025
An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education
Ramteja Sajja, Yusuf Sermet, Ibrahim Demir
Recent advances in AI have catalyzed the adoption of intelligent educational tools, yet many semantic retrieval systems remain ill-suited to the unique linguistic and structural ch…
cs.CL2025
Enhancing Collective Intelligence in Large Language Models Through Emotional Integration
Likith Kadiyala, Ramteja Sajja, Yusuf Sermet +1
This research investigates the integration of emotional diversity into Large Language Models (LLMs) to enhance collective intelligence. Inspired by the human wisdom of crowds pheno…
cs.CL2024
An Empirical Evaluation of Large Language Models on Consumer Health Questions
Moaiz Abrar, Yusuf Sermet, Ibrahim Demir
This study evaluates the performance of several Large Language Models (LLMs) on MedRedQA, a dataset of consumer-based medical questions and answers by verified experts extracted fr…