Artificial Intelligence #transparency#diffusiongemma
How Transparent Is DiffusionGemma? New Research Quantifies Reasoning Transparency Gap
A new paper decomposes LLM transparency into variable and algorithmic components. It finds DiffusionGemma's naive opaque serial depth is 28.6X higher than Gemma 4, but a token bottleneck reduces it to 1.1X. Algorithmic transparency remains harder due to non-chronological reasoning and token smearing, yet monitorability is similar.
Jun 20, 2026 1 source