verl is a flexible, efficient and production-ready RL training library for large language models (LLMs). verl is the open-source version of HybridFlow: A Flexible and Efficient RLHF Framework paper.

Abstract: We apply the innovations method to Viterbi decoding of convolutional codes. First, we calculate the covariance matrix of the innovation (i.e., the soft-decision input to the main decoder in ...

In this work, we studied, formalized, and measured an important aspect of large language models (LLMs): their (in)ability to separate instruction from data in the inputs. Consider the following input ...

Aaron, a 27-year automotive technician and lifelong car enthusiast, attended Specs Howard School of Media Arts and learned the fundamentals of digital video and editing, shot composition and writing.

Ever since the New Labour Codes were notified last month, a wave of confusion has emerged among organised sector employees. The worry stems from the government’s move to enforce a uniform definition ...

Google’s new Gemini 3 AI model is beating the pants off OpenAI’s ChatGPT, and it’s embedded in an array of Google products — a threat that Microsoft can’t ignore. Three years ago, OpenAI jumpstarted ...

Interpol has issued a Blue Notice for the Luthra brothers, co-owners of the Birch by Romeo Lane nightclub in Goa, which was engulfed by a fire that claimed 25 lives last week. Gaurav and Saurabh ...

“Those who say it’s about one woman in particular, they’ve got it all wrong,” Richards told Harper’s Bazaar in 2017. The guitarist wrote the music and its hook before handing it off to Jagger to ...