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Intermediate

Ahmadreza Jeddi, Marco Ciccone et al.Feb 11arXiv

LoopFormer is a Transformer that thinks in loops and can flex its thinking time up or down based on the compute you give it.

#Looped Transformers#Elastic Depth#Shortcut Consistency

Intermediate

Fanmeng Wang, Haotian Liu et al.Jan 30arXiv

Chain-of-Thought (CoT) makes AI think step by step, but it is slow because it writes many tokens one by one.

#Chain-of-Thought#Latent Reasoning#Variational Auto-Encoder

Intermediate

Yifan Wang, Shiyu Li et al.Jan 21arXiv

Render-of-Thought (RoT) turns the model’s step-by-step thinking from long text into slim images so the model can think faster with fewer tokens.

#Render-of-Thought#Chain-of-Thought#Latent Reasoning

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