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January 30, 2024

Unraveling the Mysteries of Inter-Rater Reliability

Imagine you have submitted a research paper to a leading conference in the field of AI. Several reviewers will assess your work, each providing a rating from a set of four categories: accept, weak accept, weak reject, and reject.

January 24, 2024

2024: The Year of AI Implementation and Legislation

As we step into 2024, it is clear that artificial intelligence (AI) will continue to dominate global government discussions. Last year saw over 100 new requirements for the federal governments from the Executive Order, OMB implementation memo, and NDAA....

December 21, 2023

Scale AI and Austin Community College Host First Public Sector Generative AI Hackathon

Scale AI and Austin Community College District (ACC) recently teamed up to host a hackathon that enabled participants to craft prototypes with practical applications using Donovan, Scale’s AI-powered digital staff assistant. The hackathon, held on December 12 at the ACC Rio Grande Campus ACCelerator

December 12, 2023

Efficient and Effective Fine-Tuning Using Mixture-of-Experts PEFT

At Scale, we have always believed that building custom LLMs through fine-tuning is key to unlocking greater performance for any given organization’s specific use case. We work with enterprise customers to implement cutting-edge enterprise Generative AI solutions, combining the best large language...

December 6, 2023

We Fine-Tuned GPT-4 to Beat the Industry Standard for Text2SQL

Our machine learning team at Scale has recently fine-tuned GPT-4 to achieve state-of-the-art performance (84% accuracy) for generalized text-to-SQL translation on one of the most popular benchmark datasets, the SpiderDev Set. In this blog post, we will discuss why text2sql is an important use case..

December 5, 2023

Introducing Scale’s Automotive Foundation Model

Autonomous vehicle development requires iterative improvements in perception models through a data engine. These data engines currently rely on a set of task-specific models based around a fixed taxonomy of objects and scenarios to identify. However, there are two critical limitations to existing...

November 15, 2023

Scale AI Announces Partnership with Center for Strategic and International Studies

Scale AI partners with CSIS to leverage LLMs for global challenges and national security. The collaboration focuses on strategic wargaming, decision support, and international relations. Together, they aim to advance insights and solutions for complex issues.

November 8, 2023

SEAL: Scale’s Safety, Evaluations and Alignment Lab

As the leading test and evaluation partner for frontier AI companies, Scale plays an integral role in understanding and safeguarding large language models (LLMs).

November 8, 2023

Scale AI Policy Framework: Key Elements to Ensure American Leadership in AI

Last month marked a watershed moment in AI governance with President Biden's EO, OMB's Memo, G7's Principles, and the Global AI Safety Summit. Scale proudly supports these initiatives shaping US AI governance.

October 24, 2023

Enhancing LLMs with Retrieval Augmented Generation

RAG enhances Generative AI by integrating external data into prompts, enabling context-driven outputs. This blog explores RAG's significance, mechanics, and enhancements for enterprise applications.

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