LOTUS

Researchers are building AI-SQL query engines that push LLM inference into the database, but executing AI functions remains extremely expensive because a single query can trigger hundreds of thousands…

A new paper establishes information-theoretic bounds on span-level latent reasoning, framing the Span-level Pause-of-Thought (SPOT) framework as an entropic optimal transport problem between distribut…

Researchers introduced LOTUS (Looped Transformers with parallel supervision on latents), the first latent chain-of-thought method to match explicit CoT performance at the 3B parameter scale while redu…