All articles on
Data development

Vision language models: how LLMs boost image classification

Vision language models demonstrate impressive image classification capabilities, but LLMs can help improve their performance. Learn how.

June 12, 2024

How Bonito helps fine-tune specialized LLMs faster than ever

Fine-tuning specialized LLMs demands a lot of time and cost We developed Bonito to make this process faster, cheaper, and easier.

May 28, 2024

Accelerating AI development in manufacturing with Snorkel Flow and AWS SageMaker

The manufacturing industry has experienced a massive influx of data. Snorkel AI and AWS Sage Maker can make that data actionable.

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.

Dr. Bubbles, Snorkel AI's mascot
April 16, 2024

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.

Hoang Tran portrayed.
April 9, 2024

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.

vivek krishnamurthy
April 3, 2024

Here’s how Snorkel Flow + Google AI built an enterprise-ready model in a day

Google and Snorkel AI customized PaLM 2 using domain expertise and data development to improve performance by 38 F1 points in a matter of hours.

March 19, 2024

How Skill-it! enables faster, better LLM training

Humans learn tasks better when taught in a logical order. So do LLMs. Researchers developed a way to exploit this tendency called “Skill-it!”

March 12, 2024

Fine-tuned representation models boost LLM systems. Here’s how

Fine-tuned representation models are often the most effective way to boost the performance of AI applications. Learn why.

trung nguyen headshot
March 5, 2024

Enterprises must shift their focus from models to data in AI development

Snorkel AI CEO Alex Ratner explains his view on the importance of AI in data development and illustrates his position with two case studies.

February 9, 2024

Scaling human preferences in AI: Snorkel’s programmatic approach

We’ve developed new approaches to scale human preferences and align LLM output to enterprise users’ expectations by magnifying SME impact.

Hoang Tran portrayed.
January 31, 2024

Building better enterprise AI: incorporating expert feedback in system development

Enterprises that aim to build valuable GenAI applications must view them from a systems-level. LLMs are just one part of an ecosystem.

January 30, 2024

“Fall in love with your data”—Snorkel AI’s Enterprise LLM Summit

Snorkel AI’s Jan. 25 Enterprise LLM Summit focused on one theme: AI data development drives enterprise AI success.

January 26, 2024

New benchmark results demonstrate value of Snorkel AI approach to LLM alignment

Snorkel researchers’ state-of-the-art methods created a 7B LLM that ranked 2nd, behind only GPT-4 Turbo, on AlpacaEval 2.0 leaderboard.

January 24, 2024

How to tackle advanced classification challenges using Snorkel Flow

When done right, advanced classification applications cultivate business value and automation, unlock new business lines, and reduce costs.

December 14, 2023
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