NER & NEL
I've spent a tragic amount of time on NER/NEL, still essential yet underserved in the LLM era. Lately I've had good luck with the Binder model (Microsoft) extended with my own composite & semantic entity linking with graph analysis to inform "most important ancestor."
DNNs for Various Biomedical Tasks
Clinical Trial design, enrollment and duration prediction (WIP)
Patent PoS estimation (WIP)
MoA classification from gene expression data (circa 2020)
Analytic Grant ROI Model
Analytic Voting Model
https://github.com/kristinlindquist/votingmodel
