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 (closed-source ATM)
Patent PoS estimation (closed-source and WIP)
MoA classification from gene expression data (circa 2020)
Analytic Grant ROI Model
Analytic Voting Model
https://github.com/kristinlindquist/votingmodel
