الباحثون

Oscar Davis

المنشورات 2

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Efficient Reasoning with Flow Language Models

Hanru Bai, Faissal Izermine, Oscar Davis وآخرون · 2026

Flow Language Models (FLMs) have emerged as a continuous-state alternative to discrete diffusion language models, yet the role of their continuous representations in reasoning remains unclear. We investigate this question by comparing the reasoning efficiency of FLMs and discrete diffusion models, measured by solution …

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Unrolled Flow Models for Reasoning

Faissal Izermine, Hanru Bai, Oscar Davis وآخرون · 2026

Flow matching enables language generation in few steps, but whether additional integration steps improve reasoning remains unclear. We prove that a flow parameterized by a two-layer Transformer can solve graph reachability, with the required number of integration steps increasing with the target's distance from the roo …

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