Abstract
By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News-New research on Machine Learning-Artificial Int elligence is the subject of a report. According to news reporting originating in Zhuhai, People's Republic of China, by NewsRx journalists, research stated, "On line question-and-answer (Q&A) platforms are frequently replete wit h extensive human resource support. This study proposes a novel methodology of a customized large language model (LLM) called Chaotic LLM-based Educational Q& A System (CHAQS) to navigate the complexities associated with intelligent Q& A systems for the educational sector." The news reporters obtained a quote from the research from Beijing Normal Univer sity-Hong Kong Baptist University United International College, "It uses an expa nsive dataset comprising over 383,000 educational data pairs, an intricate fine- tuning process encompassing p-tuning v2, low-rank adaptation (LRA), and strategi es for parameter freezing at an open-source large language model ChatGLM as a ba seline model. In addition, Fuzzy Logic is implemented to regulate parameters and the system's adaptability with the Lee Oscillator to refine the model's respons e variability and precision. Experiment results showed a 5.12% imp rovement in precision score, an 11% increase in recall metric, and an 8% improvement in the F1 score as compared to other models."
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