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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
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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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Webinar
Introduction to programmatic labeling

Join us for a live demonstration of Snorkel Flow, the data-centric AI development platform used by Fortune 500 enterprises and government agencies to accelerate their AI development by 10-100x. Snorkel Flow can be used to classify and extract information from unstructured text like documents and social media, semi-structured text such as PDFs, and webpages, and structured text or numeric data.

Sep 26, 2022
Snorkel Team
Learn more about Introduction to programmatic labeling
Improving upon Precision, Recall, and F1 with Gain metrics
Blog
Improving upon Precision, Recall, and F1 with Gain metrics

This blog post introduces variants of Precision, Recall, and F1 metrics called Precision Gain, Recall Gain, and F1 Gain. The gain variants have desirable properties such as meaningful linear interpolation of PR curves and a universal baseline across tasks. This post explains what these benefits mean for you, how the gain metrics are calculated and outline some examples for intuitive comparison. 

Sep 08, 2022
Learn more about Improving upon Precision, Recall, and F1 with Gain metrics
Summer 2022 Snorkel Flow release roundup
Blog
Summer 2022 Snorkel Flow release roundup

On the heels of the second annual Future of Data-Centric AI event, we’re energized by what we learned from data scientists, machine learning engineers, and AI leaders who are adopting data-centric approaches to accelerate AI success. The Snorkel Flow platform provides these teams with a seamless workflow across training data creation, model training, and analysis—the scaffolding to make data-centric AI…

Aug 30, 2022
Learn more about Summer 2022 Snorkel Flow release roundup
Introducing Continuous Model Feedback to drive rapid data quality improvement
Blog
Introducing Continuous Model Feedback to drive rapid data quality improvement

Continuous Model Feedback, available in beta as part of the new Studio experience, is Snorkel Flow’s latest capabilities to make training data creation and model development more integrated, automated, and guided.

Aug 29, 2022
Learn more about Introducing Continuous Model Feedback to drive rapid data quality improvement
The Future of Data-Centric AI 2022 day 2 highlights
Blog
The Future of Data-Centric AI 2022 day 2 highlights

Snorkel AI just hosted the second day of The Future of Data-Centric AI conference 2022. Across 40+ sessions, 50+ Data scientists, ML engineers, and AI leaders came together to share insights, best practices, and research on adopting data-centric approaches with thousands of attendees from all around the world. Aarti Bagul, a Snorkel AI ML Solutions Engineer and one of the…

Aug 05, 2022
Learn more about The Future of Data-Centric AI 2022 day 2 highlights
Webinar
Snorkel Flow Live Demo

Join us for a live demonstration of how Snorkel Flow is used by Fortune 500 AI/ML teams to accelerate and unblock their AI projects. Register now.

Aug 04, 2022
Snorkel Team
Learn more about Snorkel Flow Live Demo
The Future of Data-Centric AI 2022 day 1 highlights
Blog
The Future of Data-Centric AI 2022 day 1 highlights

Snorkel AI just hosted the first day of The Future of Data-Centric AI conference 2022. This conference brings together data scientists, ML engineers, and AI leaders to share insights, best practices, and research on how to evolve the ML lifecycle from model-centric to data-centric approaches. This conference takes place over two days with 40+ sessions, 50+ speakers, and thousands of…

Aug 04, 2022
Learn more about The Future of Data-Centric AI 2022 day 1 highlights
Webinar
Summer Release Roundup (September 2022)

Our product and engineering team will showcase the latest Snorkel Flow platform features for data-centric AI development. We’re excited to share all the value we’ve packed into our Summer Release.

Aug 02, 2022
Snorkel Team
Learn more about Summer Release Roundup (September 2022)
10-Ks information extraction case studies
Blog
10-Ks information extraction case studies

Building NLP techniques to understand 10-Ks is time-consuming, costly, and challenging. In this post, Machine Learning Engineer, Aarti Bagul discusses three information extraction case studies on how banks around the world are building highly accurate NLP applications using Snorkel Flow’s AI platform. From retail banking to hedge fund investing, NLP is used across the financial industry. By processing and extracting…

Jul 06, 2022
Learn more about 10-Ks information extraction case studies
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