ByteDance and Bengio Propose Looped Language Models for Latent Reasoning

ByteDance, collaborating with Yoshua Bengio, introduced Ouro, a looped language model series. By incorporating looping mechanisms in the latent space, the approach scales latent reasoning capabilities, allowing smaller models to rival the performance of 12B parameter models.

2026-07-08 ~ 2026-07-08 · 3 related posts

• ByteDance's Looped LM: Small Model Latent Reasoning Matches 12B — burny_tech · 2026-07-08
• Paper: Scaling Latent Reasoning via Looped Language Models — burny_tech · 2026-07-08

1 near-duplicate retellings: burny_tech