
Ryan Dang
@ryandang
I build and evaluate machine learning systems, from LLM safety research to NLP models.
What I'm looking for
At UC Irvine, I research LLM reliability and co-authored a peer-reviewed ESEM 2026 paper on identifying unreported threats to validity in research papers. I also built an LLM summarization web app with automated hallucination checking, reducing hallucinations by 10% across 100 test documents.
I've built NLP and transformer projects including a bilingual Vietnamese-English POS tagger, GPT-2 and BERT Yelp-review classifiers, and a PyTorch arithmetic transformer. My work combines model evaluation, preprocessing, optimization, and practical debugging to improve accuracy and training performance.
Experience
Work history, roles, and key accomplishments
Co-authored a paper on LLMs accepted by ESEM 2026. Processed and analyzed research papers to assess LLM ability to identify unreported threats to validity, and experimented with prompting techniques.
Investigated AI safety and alignment concepts including interpretability and learning from human feedback. Built a web app with an automated hallucination checker, reducing hallucination rate by 10%.
Constructed a bilingual POS tagger with language-specific emissions and a vectorized log-space Viterbi decoder. Improved training accuracy from 0.87 to 0.91 by testing tagset granularity.
Fine-tuned GPT-2 with a custom classification head for Yelp review analysis, achieving 67% validation accuracy. Implemented BERT to improve accuracy to 75%.
Education
Degrees, certifications, and relevant coursework
University of California, Irvine
Bachelor's Degree, Computer Science and Applied Mathematics
Grade: 3.8/4.0
Pursuing a Bachelor's degree in Computer Science and Applied Mathematics, and a Master of Science in Computer Science, expected to graduate in June 2028.
University of California, Irvine
Master of Science in Computer Science, Computer Science
Pursuing a Master of Science in Computer Science, expected to graduate in June 2028.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Social media
Skills
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