We define and advance data and environments to push the AI frontier

Built on 10+ years of pioneering research in data-centric AI,
including 250+ publications and benchmarks.

building benchmarks and collaborating with

Image
Image
Image
Image
Image
Image
Image
Image
Image
key research areas

Vision and impact

We help labs advance frontier models by working with domain experts to design and build complex, realistic datasets that drive model performance.

initiatives

Community and open science

Open benchmarks, conversations, and research for real-world AI performance.

Image

Open Benchmarks Grants

Backed by a $3M commitment, the program funds
open-source datasets, benchmarks, and evaluation artifacts that shape how frontier AI systems are built
and evaluated.

Image

Bench Talks

Our podcast series at the intersection of AI evaluation, data quality, and real-world impact.
Image

Reading Group

A recurring forum for researchers and practitioners to explore the latest frontier developments in AI while building meaningful connections within the community.

DEEP RESEARCH Expertise

Technical advisors and distinguished affiliates

Stephen Bach headshot

Stephen Bach

Brown University
Eliot Horowitz Assistant Professor, Computer Science Department
Jason Fries headshot

Jason Fries

Stanford University
Assistant Professor of Biomedical Data Science and of Medicine
Jared Dunnmon headshot

Jared Dunnmon

Co-Founder & Chief Scientist, Stealth Startup
Prev. Dir. of AI at DIU
Fred Sala headshot

Fred Sala

Chief Scientist
,
Snorkel AI
Assistant Professor @ University of Wisconsin-Madison
Chris Ré headshot

Chris Ré

Co-Founder
,
Snorkel AI
Professor @ Stanford University
Ludwig Schmidt headshot

Ludwig Schmidt

Stanford University · LAION
Stanford researcher and LAION collaborator
Karthik Narasimhan headshot

Karthik Narasimhan

Princeton University
Professor of Computer Science
Yu Su headshot

Yu Su

Ohio State University
Associate Professor of Computer Science and Engineering
Lewis Tunstall headshot

Lewis Tunstall

Hugging Face
Machine Learning Engineer
PUBLICATIONS

Browse research blogs
and academic papers

Type: All Types
Sort: Newest
HuggingFace research lead on unified foundation models
Blog
HuggingFace research lead on unified foundation models

Amanpreet Singh, Lead Researcher at Hugging Face gave a presentation entitled Towards Unified Foundation Models for Vision and Language Alignment a Snorkel AI’s Foundation Model Summit in January.

Mar 08, 2023
Learn more about HuggingFace research lead on unified foundation models
Foundation Model Summit Sessions Show Challenges and Promise
Blog
Foundation Model Summit Sessions Show Challenges and Promise

Twelve speakers shared their insights into the present and future of foundation models January event; see what they had to say.

Mar 07, 2023
Learn more about Foundation Model Summit Sessions Show Challenges and Promise
Foundation Models 101: a guide with essential FAQs
Blog
Foundation Models 101: a guide with essential FAQs

Foundation Models (FMs), such as GPT-3 and Stable Diffusion, mark the beginning of a new era in machine learning and artificial intelligence. What are they and how will they impact your business? Find out in our guide.

Mar 01, 2023
Learn more about Foundation Models 101: a guide with essential FAQs
Combining foundation models with weak supervision
Blog
Combining foundation models with weak supervision

Combining foundation model outputs with weak supervision yields faster model development and requires fewer ground truth labels.

Mar 01, 2023
Learn more about Combining foundation models with weak supervision
Operationalizing knowledge for data-centric AI
Blog
Operationalizing knowledge for data-centric AI

Snorkel AI CEO and Co-Founder Alex Ratner’s introduction to data-centric AI from the 2022 Future of Data-Centric AI virtual conference.

Feb 27, 2023
Learn more about Operationalizing knowledge for data-centric AI
How a Brown professor sharpened and shrunk GPT-3
Blog
How a Brown professor sharpened and shrunk GPT-3

Brown professor Stephen Bach tells Snorkel CEO Alex Ratner about his research into improving foundation models like GPT-3 with curated data.

Feb 21, 2023
Learn more about How a Brown professor sharpened and shrunk GPT-3
Cleanlab CEO shows automatic data-cleansing tools
Blog
Cleanlab CEO shows automatic data-cleansing tools

Cleanlab Co-Founder and CEO Curtis Northcutt presents his company’s automatic, universal and open-source tools to quickly clean data sets.

Feb 17, 2023
Learn more about Cleanlab CEO shows automatic data-cleansing tools
NASA ML Lead on its WorldView citizen scientist no-code tool
Blog
NASA ML Lead on its WorldView citizen scientist no-code tool

Anirudh Koul is Machine Learning Lead for the NASA Frontier Development Lab and the Head of Machine Learning Sciences at Pinterest. He presented at Snorkel AI’s 2022 Future of Data Centric AI (FDCAI) Conference.

Feb 06, 2023
Learn more about NASA ML Lead on its WorldView citizen scientist no-code tool
Accuracy top concern for Foundation Model adoption—Poll
Blog
Accuracy top concern for Foundation Model adoption—Poll

Most poll respondents at Snorkel AI’s recent Foundation Model Virtual Summit named questionable accuracy as the biggest barrier preventing them from getting organizational value from Foundation Models.

Jan 31, 2023
Learn more about Accuracy top concern for Foundation Model adoption—Poll
1 19 20 21 35
Image

Let’s research together

Join our team of leading researchers and help shape the future of AI.