Sabrina J Mielke

Senior ML Scientist, AI for Drug Discovery, Genentech

Joined

October 2018

Names

Sabrina J Mielke (Preferred)

Sabrina J. Mielke

S. J. Mielke

Emails

****@jhu.edu (Confirmed)

****@sjmielke.com (Confirmed)

****@gene.com (Confirmed)

Personal Links

Career & Education History

Senior ML Scientist

AI for Drug Discovery, Genentech (gene.com)

2025 – Present

Machine Learning Engineer

Prescient Design, Genentech (gene.com)

2024 – 2025

Senior AI Research Engineer

AlphaSense (alpha-sense.com)

2023 – 2024

PhD student

Johns Hopkins University (jhu.edu)

2017 – 2023

Intern

Cohere (cohere.ai)

2022 – 2022

Intern

HuggingFace (huggingface.co)

2021 – 2021

Intern

Facebook (fb.com)

2020 – 2020

Intern

Google (google.com)

2019 – 2019

MS student

TU Dresden (tu-dresden.de)

2015 – 2017

Intern

USC/ISI (isi.edu)

2016 – 2016

Undergrad student

TU Dresden (tu-dresden.de)

2012 – 2015

Advisors, Relations & Conflicts

Social

Xiang Li

2016 – Present

PhD Advisor

Jason Eisner

2017 – 2023

Expertise

subword units

Present

RNNs

Present

language modeling

Present

morphology

Present

typology

Present

retrieval-augmented generation

Present

Publications

Orchestrating Tool Ecosystem of Drug Discovery with Intention-Aware LLM Agents
Mingyu Derek Ma, Karina Zadorozhny, Jesse Swanson, Nathan C. Frey, Keunwoo Choi, Maksim Eremeev, Sabrina J Mielke, Wenmo Sun, Melody Liu, Jonathan Wickes, Vladimir Gligorijevic, Richard Bonneau, Henri Dwyer, Kyunghyun Cho, Stephen Ra
- ICLR 2025 Workshop AgenticAI Poster
- Readers: Everyone
SIGMORPHON 2021 Shared Task on Morphological Reinflection: Generalization Across Languages
Tiago Pimentel, Maria Ryskina, Sabrina J Mielke, Shijie Wu, Eleanor Chodroff, Garrett Nicolai, Salam Khalifa, Nizar Habash
- 04 Oct 2022
- OpenReview Archive Direct Upload
- Readers: Everyone
Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!
Suzanna Sia, Ayush Dalmia, Sabrina J. Mielke
- 2020 (modified: 06 Oct 2023)
- CoRR 2020
- Readers: Everyone
It's Easier to Translate out of English than into it: Measuring Neural Translation Difficulty by Cross-Mutual Information
Emanuele Bugliarello, Sabrina J. Mielke, Antonios Anastasopoulos, Ryan Cotterell, Naoaki Okazaki
- 2020 (modified: 29 Jan 2024)
- CoRR 2020
- Readers: Everyone
Spell Once, Summon Anywhere: A Two-Level Open-Vocabulary Language Model
S. J. Mielke, Jason Eisner
- 2019 (modified: 27 Jan 2024)
- AAAI 2019
- Readers: Everyone
Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology
Ran Zmigrod, S. J. Mielke, Hanna M. Wallach, Ryan Cotterell
- 2019 (modified: 08 Nov 2022)
- ACL (1) 2019
- Readers: Everyone
What Kind of Language Is Hard to Language-Model?
S. J. Mielke, Ryan Cotterell, Kyle Gorman, Brian Roark, Jason Eisner
- 2019 (modified: 27 Jan 2024)
- ACL (1) 2019
- Readers: Everyone
Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology
Ran Zmigrod, Sabrina J. Mielke, Hanna M. Wallach, Ryan Cotterell
- 2019 (modified: 08 Nov 2022)
- CoRR 2019
- Readers: Everyone
What Kind of Language Is Hard to Language-Model?
Sabrina J. Mielke, Ryan Cotterell, Kyle Gorman, Brian Roark, Jason Eisner
- 2019 (modified: 27 Jan 2024)
- CoRR 2019
- Readers: Everyone
The SIGMORPHON 2019 Shared Task: Morphological Analysis in Context and Cross-Lingual Transfer for Inflection
Arya D. McCarthy, Ekaterina Vylomova, Shijie Wu, Chaitanya Malaviya, Lawrence Wolf-Sonkin, Garrett Nicolai, Christo Kirov, Miikka Silfverberg, S. J. Mielke, Jeffrey Heinz, Ryan Cotterell, Mans Hulden
- 2019 (modified: 07 Oct 2025)
- CoRR 2019
- Readers: Everyone

View all 22 publications

Co-Authors

View all 65 co-authors