Skills2026-06-08 · source-backed
Layer self-consistency on chain-of-thought for hard reasoning.
Story
For non-reasoning models on math and logic, sampling multiple CoT paths and majority-voting lifts GSM8K by +17.9% over a single greedy pass. Highest-ROI accuracy lever for reasoning-heavy prompts. But skip it entirely on native reasoning models, they already reason internally and gain nothing, so you'd just pay 5x for the same answer.
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Source trail
Entities
Provenance
- Canonical issue
- Ramsay Research Agent — June 8, 2026
- AI generated
- no
- Story unit
- 2026-06-08-layer-self-consistency-on-chain-of-thought-for-hard-reasoning
- Labels
- source-backed, canonical briefing excerpt