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Resource library

Explore our complete library of resources including blogs, benchmarks, research papers and more.
Image for Evaluating Coding Agent Capabilities with Terminal-Bench: Snorkel’s Role in Building the Next Generation Benchmark
Blog

Evaluating Coding Agent Capabilities with Terminal-Bench: Snorkel’s Role in Building the Next Generation Benchmark

Announcing a $3M commitment to launch Open Benchmarks Grants
September 30, 2025
Image for Closing the Evaluation Gap in Agentic AI
Blog

Closing the Evaluation Gap in Agentic AI

Announcing a $3M commitment to launch Open Benchmarks Grants

February 11, 2026
Image for Benchtalks #1: Alex Shaw (Terminal-Bench, Harbor) – Building the Benchmark Factory
Blog

Benchtalks #1: Alex Shaw (Terminal-Bench, Harbor) – Building the Benchmark Factory

Announcing a $3M commitment to launch Open Benchmarks Grants
March 31, 2026
Image for Building FinQA: An Open RL Environment for Financial Reasoning Agents
Blog

Building FinQA: An Open RL Environment for Financial Reasoning Agents

Announcing a $3M commitment to launch Open Benchmarks Grants
March 30, 2026
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Blog

The science of rubric design

Announcing a $3M commitment to launch Open Benchmarks Grants
September 11, 2025
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Dataset cartography: a data science lesson from Capital One
Blog
Dataset cartography: a data science lesson from Capital One

William Huang, senior data scientist at Capital One, discussed “dataset cartography” and its value at the Future of Data-Centric AI 2022.

May 10, 2023
Learn more about Dataset cartography: a data science lesson from Capital One
Poster presenters compete to win desktop GPU
Blog
Poster presenters compete to win desktop GPU

Snorkel AI has accepted the first batch of applications for its first annual virtual poster competition. But there’s still time to add yours to the mix.

May 09, 2023
Learn more about Poster presenters compete to win desktop GPU
Use your data to build your AI moat: The Future of Data-Centric AI 2023
Blog
Use your data to build your AI moat: The Future of Data-Centric AI 2023

Join us on June 7-8 to learn how to use your data to build your AI moat at The Future of Data-Centric AI 2023 free virtual conference.

May 04, 2023
Learn more about Use your data to build your AI moat: The Future of Data-Centric AI 2023
Redesigning Snorkel’s interactive machine learning systems
Blog
Redesigning Snorkel’s interactive machine learning systems

To empower our enterprise customers, we redesigned the ML systems behind Snorkel Flow to make sure we were meeting customer needs.

May 03, 2023
Learn more about Redesigning Snorkel’s interactive machine learning systems
Out of distribution blindness: why to fix it and how energy can help
Blog
Out of distribution blindness: why to fix it and how energy can help

Sharon Li is an assistant professor at the University of Wisconsin-Madison. She presented “Detecting Data Distributional Shift: Challenges and Opportunities” at Snorkel AI’s The Future of Data-Centric AI Summit in 2022. The talk covered a novel approach for handling out-of-distribution objects.

May 03, 2023
Learn more about Out of distribution blindness: why to fix it and how energy can help
Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine
Research Paper
Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine
May 01, 2023

J. Lemmon, et al.

Learn more about Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine
Debugging data to build better and more fair ML applications
Blog
Debugging data to build better and more fair ML applications

Dr. Ce Zhang is an associate professor in Computer Science at ETH Zürich. He presented “Building Machine Learning Systems for the Era of Data-Centric AI” at Snorkel AI’s The Future of Data-Centric AI event in 2022.

Apr 28, 2023
Learn more about Debugging data to build better and more fair ML applications
Machine learning on Kubernetes: wisdom learned at Snorkel AI
Blog
Machine learning on Kubernetes: wisdom learned at Snorkel AI

Snorkel Flow handles intense machine learning workloads, and we’ve built our infrastructure on a foundation of Kubernetes—which was not designed with machine learning in mind.

Apr 27, 2023
Learn more about Machine learning on Kubernetes: wisdom learned at Snorkel AI
Harvard professor: DataPerf and AI’s need for data benchmarks
Blog
Harvard professor: DataPerf and AI’s need for data benchmarks

Harvard Professor Vijay Janapa Reddi’s presentation: “DataPerf: Benchmarks for data” from Snorkel AI’s 2022 Future of Data-Centric AI event.

Apr 25, 2023
Learn more about Harvard professor: DataPerf and AI’s need for data benchmarks
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