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Explore our complete library of resources including blogs, benchmarks, research papers, and more.

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Blog

Data 2.0 and the research era of AI data

Announcing Snorkel’s $350M fundraise to build the frontier lab for AI data.

September 22, 2026
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Blog

Terminal-Bench 4.0: Why Continuous Benchmarks Require Continuous QA

Announcing a $3M commitment to launch Open Benchmarks Grants
August 28, 2026
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Blog

Grok 4.5 Testing Results: How SpaceXAI’s New Model Performs on Real Professional Work

Announcing a $3M commitment to launch Open Benchmarks Grants
July 8, 2026
Image for Why coding agents need better data, evals, and environments
Blog

Why coding agents need better data, evals, and environments

Announcing a $3M commitment to launch Open Benchmarks Grants
May 11, 2026
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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 Why Frontier Agents Fail Real Engineering Work: Two Terminal-Bench 3.0 Task Deep Dives
Blog

Why Frontier Agents Fail Real Engineering Work: Two Terminal-Bench 3.0 Task Deep Dives

Announcing a $3M commitment to launch Open Benchmarks Grants
August 24, 2026
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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
Image for Benchtalks #3: We taught AI everything except how to learn
Blog

Benchtalks #3: We taught AI everything except how to learn

Featuring Parth Asawa (Continual Learning Bench)

June 25, 2026
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How Pixability uses foundation models to accelerate NLP application development by months
Blog
How Pixability uses foundation models to accelerate NLP application development by months

Using Snorkel Flow, Pixability has created a way to build classifiers for massive amounts of YouTube data quickly—that was previously out of reach.

Jan 11, 2023 •
Learn more about How Pixability uses foundation models to accelerate NLP application development by months
Speech AI Demystified | FDCAI Lightning Talk
Blog
Speech AI Demystified | FDCAI Lightning Talk

Sirisha Rella, Technical Product Marketing Manager at Nvidia, recently gave a Lightning Talk presentation on “demystifying” speech AI at Snorkel AI’s Future of Data-Centric AI virtual conference.

Jan 10, 2023 •
Learn more about Speech AI Demystified | FDCAI Lightning Talk
Snorkel AI to host Foundation Model Virtual Summit, registration now open
Blog
Snorkel AI to host Foundation Model Virtual Summit, registration now open

Snorkel AI will hold a free Foundation Model Virtual Summit on Tuesday, January 17 where speakers from across the technology industry, including some from Google and Stanford University, will discuss the enterprise use of Foundation Models.

Jan 05, 2023 •
Learn more about Snorkel AI to host Foundation Model Virtual Summit, registration now open
Demo: Using Snorkel Flow to train Microsoft Azure Form Recognizer models
Blog
Demo: Using Snorkel Flow to train Microsoft Azure Form Recognizer models

Snorkel Flow debuts a new integration with Microsoft Azure Form Recognizer to help organizations leverage Azure AI services.

Jan 05, 2023 •
Learn more about Demo: Using Snorkel Flow to train Microsoft Azure Form Recognizer models
Ask Me Anything approach bolsters foundation models
Blog
Ask Me Anything approach bolsters foundation models

Researcher Simran Arora tells Snorkel CEO Alex Ratner how she improved foundation model effectiveness by using “Ask Me Anything”-style questions.

Jan 04, 2023 •
Learn more about Ask Me Anything approach bolsters foundation models
Snorkel Flow 2022 year-end release roundup
Blog
Snorkel Flow 2022 year-end release roundup

See what’s in our latest Snorkel Flow release and how we’re accelerating data-centric AI development further.

Jan 03, 2023 •
Learn more about Snorkel Flow 2022 year-end release roundup
Investigating Real-world Consequences of Biases in Commonly Used Clinical Calculators
Research Paper
Investigating Real-world Consequences of Biases in Commonly Used Clinical Calculators
Jan 01, 2023 •

RM. Yoo, et al.

Learn more about Investigating Real-world Consequences of Biases in Commonly Used Clinical Calculators
Combining human and artificial intelligence with human-in-the-loop ML | FDCAI
Blog
Combining human and artificial intelligence with human-in-the-loop ML | FDCAI

More components in an ML lifecycle are designed to run on autopilot, but some tasks require human-in-the-loop ML, an active research topic that has seen an increasing number of publications in the last 10 years.

Dec 28, 2022 •
Learn more about Combining human and artificial intelligence with human-in-the-loop ML | FDCAI
How a top 3 US bank used Snorkel Flow to automate 10-K review for their analysts
Blog
How a top 3 US bank used Snorkel Flow to automate 10-K review for their analysts

A central innovation team at a top US bank wanted to modernize its AI development and data annotation processes in order to create a custom natural language processing (NLP) model that could extract important financial information from 10-Ks. Manually reviewing these documents was taking up valuable time that could be better spent assisting customers. The team used Snorkel Flow’s data-centric AI development process and programmatic labeling to train a customized NLP model that could accurately extract information on interest rate swaps.

Dec 23, 2022 •
Learn more about How a top 3 US bank used Snorkel Flow to automate 10-K review for their analysts
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