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Daniele Sannino

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#large language models Open access Aug 2026

The Reliability Wall : Why Scaling Cannot Buy Certifiable Compositional Reasoning, and Why It Is Permanent

Large language models are increasingly asked to perform tasks made of several dependent steps (multi-digit arithmetic, multi-step planning, rule-following, program synthesis) where the final answer is correct only if every one of those steps is correct; a single mistake anywhere invalidates the whole output. This paper...

Daniele Sannino · 0 citations

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