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Resource library

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
Image for Grok 4.5 Testing Results: How SpaceXAI’s New Model Performs on Real Professional Work
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
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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
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
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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Webinar
See What’s New in Snorkel Flow

During this research talk, you’ll see how you can achieve higher model performance from foundation models such as CLIP.

Apr 24, 2024 •
Snorkel Team
Learn more about See What’s New in Snorkel Flow
Fine-tune large language models faster!
Webinar
Fine-tune large language models faster!

During this research talk, you’ll learn about Bonito, a novel open-source model for generating task-specific training datasets for instruction tuning.

Apr 21, 2024 •
Snorkel Team
Learn more about Fine-tune large language models faster!
Enhanced zero-shot image classification with LLM assistance
Webinar
Enhanced zero-shot image classification with LLM assistance

During this research talk, you’ll see how follow-up differential descriptions (FuDD) can enhance zero-shot image classification by tailoring class descriptions for each dataset.

Apr 19, 2024 •
Snorkel Team
Learn more about Enhanced zero-shot image classification with LLM assistance
The art of data development for Enterprise LLMs
Blog
The art of data development for Enterprise LLMs

Snorkel’s Paroma Varma and Google’s Ali Arsenjani discus the role of data in the development and implementation of LLMs.

Apr 16, 2024 •
Learn more about The art of data development for Enterprise LLMs
Crossing the demo-to-production chasm with Snorkel Custom
Blog
Crossing the demo-to-production chasm with Snorkel Custom

We’re excited to announce Snorkel Custom to help enterprises cross the chasm from flashy chatbot demos to real production AI value.

Apr 11, 2024 •
Learn more about Crossing the demo-to-production chasm with Snorkel Custom
How Snorkel topped the AlpacaEval leaderboard (and why we’re not there anymore)
Blog
How Snorkel topped the AlpacaEval leaderboard (and why we’re not there anymore)

Snorkel AI placed a model at the top of the AlpacaEval leaderboard. Here’s how we built it, and how it changed AlpacaEval’s metrics.

Apr 09, 2024 •
Learn more about How Snorkel topped the AlpacaEval leaderboard (and why we’re not there anymore)
CRFM’s HELM and enterprise LLM evaluation beyond accuracy
Blog
CRFM’s HELM and enterprise LLM evaluation beyond accuracy

As Snorkel AI prepares to build better enterprise LLM evaluations, we spoke with Yifan Mail from Stanford’s CRFM HELM project.

Apr 03, 2024 •
Learn more about CRFM’s HELM and enterprise LLM evaluation beyond accuracy
How we achieved 89% accuracy on contract question answering
Blog
How we achieved 89% accuracy on contract question answering

A customer wanted an llm system for complex contract question answering tasks. We helped them build it—beating the baseline by 64 points.

Apr 02, 2024 •
Learn more about How we achieved 89% accuracy on contract question answering
How Wayfair is transforming customer experiences with data-centric AI
Webinar
How Wayfair is transforming customer experiences with data-centric AI

See how they were able to label millions of images in months vs. years and improve the accuracy of their models by 20+ points.

Mar 29, 2024 •
Snorkel Team
Learn more about How Wayfair is transforming customer experiences with data-centric AI
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