Measured results demonstrating how structured reasoning protocols reduce LLM output variance.
Interactive visualization of the NeurIPS 2023 Game of 24 benchmark showing 18.5× performance improvement through structured reasoning.
5 runs per question, 10 questions across factual/math/logic/decision/complex categories.
20 runs per question, simulated variance patterns based on academic literature.
Based on academic literature:
Run your own benchmarks:
python benchmarks/variance_benchmark_claude.py