Experience
Research Assistant @ UNC NLP
Aug 2022 ~ Feb 2024
- Benchmarked various Learning from Human Feedback methods and studied their overoptimization problem
- Introduced an efficient weighted decoding method that aligns text to a given attribute with a unidirectional reward model
- Explored language models' knowledge-learning process and their QA performance relative to their pre-training data
- Analyzed language model hallucination and tracked wrong answers in training corpus
Software Dev Engineer Intern @ Amazon
May 2022 ~ Aug 2022
- Built a Horizonte Service for Local Landing Page which displays local products available for pick up
- Deployed the service to production and verified its reliability with production data
- Onboarded downstream dependencies to fetch data and extended JSP to render user interface
- Configured shopping portal page type and added routing rules from amazon.com
Software Engineer Intern @ Lenovo
May 2021 ~ Aug 2021
- Trained encoder-decoder LSTM for anomaly detection on time series data
- Participated in the design of Control Chart and Anomaly Detection Module
- Performed model tuning and data grouping which improved F1 score from 0.41 to 0.48