David Sontag
Massachusetts Institute of Technology
H-index: 50
North America-United States
Top articles of David Sontag
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models | arXiv preprint arXiv:2402.15422 | Stefan Hegselmann Shannon Zejiang Shen Florian Gierse Monica Agrawal David Sontag | 2024/2/23 |
Learning to Decode Collaboratively with Multiple Language Models | arXiv preprint arXiv:2403.03870 | Shannon Zejiang Shen Hunter Lang Bailin Wang Yoon Kim David Sontag | 2024/3/6 |
Evaluating Physician-AI Interaction for Cancer Management: Paving the Path towards Precision Oncology | arXiv preprint arXiv:2404.15187 | Zeshan Hussain Barbara D Lam Fernando A Acosta-Perez Irbaz Bin Riaz Maia Jacobs | 2024/4/23 |
Impact of Large Language Model Assistance on Patients Reading Clinical Notes: A Mixed-Methods Study | arXiv preprint arXiv:2401.09637 | Niklas Mannhardt Elizabeth Bondi-Kelly Barbara Lam Chloe O'Connell Mercy Asiedu | 2024/1/17 |
Benchmarking observational studies with experimental data under right-censoring | Ilker Demirel Edward De Brouwer Zeshan M Hussain Michael Oberst Anthony A Philippakis | 2024/4/18 | |
Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning | arXiv preprint arXiv:2403.00177 | Keying Kuang Frances Dean Jack B Jedlicki David Ouyang Anthony Philippakis | 2024/2/29 |
The RealHumanEval: Evaluating Large Language Models' Abilities to Support Programmers | arXiv preprint arXiv:2404.02806 | Hussein Mozannar Valerie Chen Mohammed Alsobay Subhro Das Sebastian Zhao | 2024/4/3 |
Extracting clinical follow-ups from discharge summaries | 2024/1/2 | ||
A Deep Dive into Single-Cell RNA Sequencing Foundation Models | bioRxiv | Rebecca Boiarsky Nalini M Singh Alejandro Buendia Gad Getz David Sontag | 2023 |
Evaluating Physician-AI Interaction for Multiple Myeloma Management: Paving the Path Towards Precision Oncology | Blood | Barbara D Lam Zeshan Hussain Fernando A Acosta-Perez Irbaz Bin Riaz Maia Jacobs | 2023/11/28 |
Tabllm: Few-shot classification of tabular data with large language models | Stefan Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang | 2023/4/11 | |
Conformalized unconditional quantile regression | Ahmed M Alaa Zeshan Hussain David Sontag | 2023/4/11 | |
Large-scale study of temporal shift in health insurance claims | Christina X Ji Ahmed M Alaa David Sontag | 2023/6/13 | |
Simulating Iterative Human-AI Interaction in Programming with LLMs | Hussein Mozannar Valerie Chen Dennis Wei Prasanna Sattigeri Manish Nagireddy | 2023/11/26 | |
Attention-based neural networks for clinical prediction modelling on electronic health records | BMC medical research methodology | Egill A Fridgeirsson David Sontag Peter Rijnbeek | 2023/12/7 |
Conceptualizing Machine Learning for Dynamic Information Retrieval of Electronic Health Record Notes | Sharon Jiang Shannon Shen Monica Agrawal Barbara Lam Nicholas Kurtzman | 2023/12/22 | |
Beyond summarization: Designing ai support for real-world expository writing tasks | arXiv preprint arXiv:2304.02623 | Zejiang Shen Tal August Pao Siangliulue Kyle Lo Jonathan Bragg | 2023/4/5 |
Falsification of internal and external validity in observational studies via conditional moment restrictions | Zeshan Hussain Ming-Chieh Shih Michael Oberst Ilker Demirel David Sontag | 2023/4/11 | |
Closing the Gap in High-Risk Pregnancy Care Using Machine Learning and Human-AI Collaboration | arXiv preprint arXiv:2305.17261 | Hussein Mozannar Yuria Utsumi Irene Y Chen Stephanie S Gervasi Michele Ewing | 2023/5/26 |
Towards Verifiable Text Generation with Symbolic References | arXiv preprint arXiv:2311.09188 | Lucas Torroba Hennigen Shannon Shen Aniruddha Nrusimha Bernhard Gapp David Sontag | 2023/11/15 |
Co-Authors
