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Learning Native Reflection in Unified Models with Interleaved Reinforcement Learning

Unified multimodal models can both look at and render images, so in principle they can repair their own generations: diagnose what an image gets wrong, revise it, observe the result, and diagnose again. Whether a revision helps is known only after it is rendered, so the reflection text and the image generation must be learned jointly, over the whole loop. Supervised fine-tuning (SFT) on…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

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Claude Sonnet 5.5

Article URL: https://www.anthropic.com/claude-sonnet-5-5 Comments URL: https://news.ycombinator.com/item?id=49881850 Points: 177 # Comments: 130

Telescopic Language Models

One deployed language model must often serve many compute budgets, yet serving each budget still means a separate training or compression run per point.

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