Research Assistant

Research Assistant

• Built and operated a long document summarization service (Python, FastAPI, Docker).
• Implemented chunking + hierarchical merge architecture.
• Integrated retrieval-augmented answering to improve query focus.
• Improved reliability and latency through batching/caching and timeouts/retries.
• Implemented Langchain, Tree of Thought, and Chain of Thought.
• Utilized multiple GPUs for computation to improve Rouge Score.

NLP Full Stack Engineer

• Designed and launched a searchable corpus web application (Django/FastAPI + SQL).
• Supported POS tags, windowed proximity, and syntactic filters.
• Implemented pagination, indexing, and parameterized queries to ensure security and efficiency.
• Managed Linux server deployment and daily maintenance.
• Processed Russian and Czech languages using Spacy NLP.

Research Assistant

• Built data preprocessing and evaluation tools for internal ML/NLP projects.
• Maintained demo systems and documentation.
• Served as a Teaching Assistant, designing NLP courses and practical assignments for DL and ML.
• Assisted professors in refining thesis outlines, facilitating the publication of multiple research papers.
• Designed practical NLP coding materials for a large number of employees at Taiwan's largest telecom company, receiving positive feedback.