🤔 Research interest

My research interests include Human-Centered Artificial Intelligence (HCI-AI), Natural Language Processing(NLP), Statistical Inference, and Machine learning. My research work is motivated by the fundamental question of How to achieve and support bidirectional Human-AI Alignment between understanding humans at scale and AI data/algorithms/systems to bridge the socio-technical gap.

Specifically, I am currently interested in and my pre-research work includes:

  • 1. Human-AI Alignment Interaction/Collaboration: How to build a Human-AI Data Annotation/Optimization/Selection Framework for Subjective and Ambiguous Labeling text in multiple fields to improve quality datasets.
  • 2. LLMs for evaluation and application: How to evaluate and improve the capabilities of LLMs and agents to understand and interact with humans in the interaction process.
  • 3. Machine learning and Statistical Inference: How to understand data statistics dynamics using math modeling and developing efficient machine learning algorithms for large-scale data analysis and intelligent pattern recognition.