CommunityNews

CommunityNews

Reinforcement Pre-Training

In this work, we introduce Reinforcement Pre-Training (RPT) as a new scaling paradigm for large language models and reinforcement learning (RL). Specifically, we reframe next-token prediction as a reasoning task trained using RL, where it receives verifiable rewards for correctly predicting the next token for a given context. RPT offers a scalable method to leverage vast amounts of text data for general-purpose RL, rather than relying on domain-specific annotated answers. By incentivizing the capability of next-token reasoning, RPT significantly improves the language modeling accuracy of predicting the next tokens. Moreover, RPT provides a strong pre-trained foundation for further reinforcement fine-tuning. The scaling curves show that increased training compute consistently improves the next-token prediction accuracy. The results position RPT as an effective and promising scaling paradigm to advance language model pre-training.

Read in full here:

Where Next?

Popular Ai topics Top

First poster: CommunityNews
SOME OF THE most dazzling recent advances in artificial intelligence have come thanks to resources only available at big tech companies, ...
New
First poster: CommunityNews
Many recent big advances in tech have one key thing at the heart of then: artificial intelligence.
New
First poster: OvermindDL1
Equity, the performing arts workers union, says actors need protection from computer-generated substitutes.
New
New
First poster: bot
Using software that creates art on demand, some artists attempt to cash in on AI-generated content.
New
First poster: bot
BBC documentary used face-swapping AI to hide protesters’ identities. Filmmakers used an AI to swap the faces of anti-government protest...
New
First poster: alvinkatojr
Klarna CEO says the company stopped hiring a year ago because AI ‘can already do all of the jobs’. Klarna CEO Sebastian Siemiatkowski sa...
New
AstonJ
This is cool! DEEPSEEK-V3 ON M4 MAC: BLAZING FAST INFERENCE ON APPLE SILICON We just witnessed something incredible: the largest open-s...
New
alvinkatojr
This was/is a great read that counters the common “woe is me” fear of AI. Author knows his stuff and breaks down the 8 fallacies tied to...
New
First poster: mercyf
It replicates your development environment and takes up to 30 minutes per task.
New

Other popular topics Top

Devtalk
Reading something? Working on something? Planning something? Changing jobs even!? If you’re up for sharing, please let us know what you’...
1033 17470 383
New
malloryerik
Any thoughts on Svelte? Svelte is a radical new approach to building user interfaces. Whereas traditional frameworks like React and Vue...
New
DevotionGeo
I know that these benchmarks might not be the exact picture of real-world scenario, but still I expect a Rust web framework performing a ...
New
New
AstonJ
This looks like a stunning keycap set :orange_heart: A LEGENDARY KEYBOARD LIVES ON When you bought an Apple Macintosh computer in the e...
New
AstonJ
In case anyone else is wondering why Ruby 3 doesn’t show when you do asdf list-all ruby :man_facepalming: do this first: asdf plugin-upd...
New
PragmaticBookshelf
Learn different ways of writing concurrent code in Elixir and increase your application's performance, without sacrificing scalability or...
New
PragmaticBookshelf
“A Mystical Experience” Hero’s Journey with Paolo Perrotta @nusco Ever wonder how authoring books compares to writing articles?...
New
Help
I am trying to crate a game for the Nintendo switch, I wanted to use Java as I am comfortable with that programming language. Can you use...
New
PragmaticBookshelf
Author Spotlight: Peter Ullrich @PJUllrich Data is at the core of every business, but it is useless if nobody can access and analyze ...
New