
Shuang Ao  
Research Area
Responsible AI, LLM and LVLM, Uncertainty Quantification, Automatic Failure Detection
Responsible AI (RAi) UK,
University of Southampton, Southampton, UK
Curriculum Vitae
I am a Postdoctoral Researcher in AI for Good at the University of Southampton, specializing in Safe and Trusted AI, Trustworthy LLMs, Uncertainty Quantification, and Automatic Failure Detection. My research focuses on improving confidence calibration, contrastive semantic similarity, evaluation metrics, safety alignment in LLM fine-tuning to enhance reliability and performance. Currently, I am developing an LLM-based multi-agent system for climate and energy, where domain-specific LLMs debate, engage with humans, and generate insights to support policy-making and decision-making. I have published seven peer-reviewed papers, including works presented at top-tier AI conferences and journals such as UAI, IJCAI and TACL. I hold a Master’s degree in Theoretical NLP from the National University of Singapore (NUS) and have gained industry experience as an NLP Research Intern, Data Science Intern, and Linguistic Specialist. My work has been recognized through several awards, including a student scholarship from the 39th and 40th UAI, a Best Paper Award nomination at AISafety-IJCAI 2023, the Melete Award for PhD students at KMi (OU), and first place in the Judge's Choice at The Open University's 17th Poster Competition. I was also a recipient of The Open University's PhD scholarship. One of my grant applications was shortlisted in the EPSRC-funded TIDAL Network+ Call5, reflecting my commitment to advancing safe and trustworthy AI.
My personal social websites are
Linkedin |
Github.
Shuang Ao is boardly interested in different fields in NLP, such as Neural Machine Translation and sentiment analysis.
Currently, Shuang Ao is working on improving the accuracy of sentiment analysis and the application of attention in NMT.
Projects and Research:
- May, 2020: Challenge of NLP_real_disaster_or_not_tweets analysis .
- May, 2020: Project of Translation_German_English_Attention .
- May, 2020: Project of NLP_movie_reviews_sentiment_analysis.
- Apr, 2020: Project of Gan_for_MNIST_synthesis.
- Apr, 2020: Project of Transfer_Learning_MNIST_classification.
- May, 2020: Udemy Certificate of Learn PyTorch for Natural Language Processing.
- May, 2020: Udemy Certificate of Learn HTML.
- Apr, 2020: Coursera IBM Certificate of AI Capstone Project with Deep Learning.
- Apr, 2020: Coursera IBM Certificate of Deep Neural Networks with PyTorch.
- Mar, 2020: Coursera IBM Certificate of Machine Learning with Python.
- Mar, 2020: Coursera University of Michigan Certificate of Python Data Structure.
- Mar, 2020: Coursera University of Michigan Certificate of Programming for Everybody .
- Dec, 2019: Coursera Certificate of Introduction to Programming with MATLAB .