Sotabase

Career

· Research Scientist, Answer.AI2024–
· Research Scientist, Google DeepMind2024–
· Head of Clinical NLP, Stability AI2024–2024
· Research Intern, Xyla (Open Evidence)2023–2023
· NLP Research Intern, Microsoft Research2022–2022
· NLP Research Intern, Amazon Web Services (AWS) - Comprehend Medical2021–2021
· PhD in Computer Science, Columbia University2018–2024
· Machine Learning Software Engineer, Flatiron Health2018–2019
· Rapid Prototypes Software Developer, IBM Watson2015–2016
· M.S. in Computational Data Science, Carnegie Mellon University2014–
· Markets Analyst, Deutsche Bank2014–2015
· B.A. in Economics, Dartmouth College2010–2014

Publications (23)

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference
arXiv.org · 2024
430
cited
From Sparse to Dense: GPT-4 Summarization with Chain of Density Prompting
NEWSUM · 2023
81
cited
Overview of the MEDIQA-Chat 2023 Shared Tasks on the Summarization & Generation of Doctor-Patient Conversations
Clinical Natural Language Processing Workshop · 2023
57
cited
What’s in a Summary? Laying the Groundwork for Advances in Hospital-Course Summarization
North American Chapter of the Association for Computational Linguistics · 2021
54
cited
Learning to Revise References for Faithful Summarization
Conference on Empirical Methods in Natural Language Processing · 2022
37
cited
A Meta-Evaluation of Faithfulness Metrics for Long-Form Hospital-Course Summarization
Machine Learning in Health Care · 2023
26
cited
Investigating Crowdsourcing Protocols for Evaluating the Factual Consistency of Summaries
North American Chapter of the Association for Computational Linguistics · 2021
25
cited
Overview of the MEDIQA-Sum Task at ImageCLEF 2023: Summarization and Classification of Doctor-Patient Conversations
Conference and Labs of the Evaluation Forum · 2023
25
cited
Zero-Shot Clinical Acronym Expansion via Latent Meaning Cells
ML4H@NeurIPS · 2020
17
cited
Generating EDU Extracts for Plan-Guided Summary Re-Ranking
Annual Meeting of the Association for Computational Linguistics · 2023
14
cited
Overview of the ImageCLEF 2023: Multimedia Retrieval in Medical, Social Media and Internet Applications
Conference and Labs of the Evaluation Forum · 2023
12
cited
What are the Desired Characteristics of Calibration Sets? Identifying Correlates on Long Form Scientific Summarization
Annual Meeting of the Association for Computational Linguistics · 2023
11
cited
STORYSUMM: Evaluating Faithfulness in Story Summarization
Conference on Empirical Methods in Natural Language Processing · 2024
8
cited
SPEER: Sentence-Level Planning of Long Clinical Summaries via Embedded Entity Retrieval
arXiv.org · 2024
7
cited
TIFTI: A Framework for Extracting Drug Intervals from Longitudinal Clinic Notes
arXiv.org · 2018
4
cited
Advancing Multimedia Retrieval in Medical, Social Media and Content Recommendation Applications with ImageCLEF 2024
European Conference on Information Retrieval · 2024
2
cited
ImageCLEF 2023 Highlight: Multimedia Retrieval in Medical, Social Media and Content Recommendation Applications
European Conference on Information Retrieval · 2023
1
cited
Resolving Implicit Coordination in Multi-Agent Deep Reinforcement Learning with Deep Q-Networks & Game Theory
arXiv.org · 2020
1
cited
The Llama 4 Herd: Architecture, Training, Evaluation, and Deployment Notes
2026
1
cited
Exploring Automatic Summarization of the Hospital Course
American Medical Informatics Association Annual Symposium · 2021
Sotabase
Griffin Adams | Researcher Profile | Sotabase | Sotabase