Speech Processing and Machine Learning Laboratory (SPMLLab), NTU Taipei, Taiwan

Undergraduate Researcher | Advisor: Prof. Hung-yi Lee | Aug 2023 - Present

• Introduced BILLY, merging persona vectors of LLMs to enhance the creativity and replace discussion of multi-LLM systems.
• Boosting Originality by 15% and reducing the cost by 95% than multi-LLM baseline (Co-advised by Prof. Shao-Hua Sun).
• Contributed the Covid19CoughAudioClassification task to the Dynamic-SUPERB benchmark by devising and preprocessing a novel dataset for evaluating universal speech models.

Robot Learning Laboratory (RLLab), NTU Taipei, Taiwan

Undergraduate Researcher | Advisor: Prof. Shao-Hua Sun | Nov 2023 - Oct 2024

• Developed a multi-agent discussion framework using role-play that boosted LLM creativity scores by 20% over existing methods.
• Designed an LLM creativity evaluation benchmark and metrics with 0.7 human-level correlation, validated on over 1,400 text generations.

Wireless and Mobile Networking Laboratory (WMNLab), NTU Taipei, Taiwan

Undergraduate Researcher | Advisor: Prof. Hung-Yu Wei | Feb 2022 - Nov 2023

• Utilized RNN, CatBoost, and XGBoost for the prediction and classification of mobile device handovers.
• Providing the core dataset for classification models of handovers through live UDP protocol experiments on the MRT.