My research is supported by the NSF GRFP and the Open Philanthropy AI Fellowship. I helped contribute the GELU activation function (the most-used activation in state-of-the-art models including BERT, GPT, Vision Transformers, etc.), the out-of-distribution detection baseline, and distribution shift benchmarks.