Muse Wonder Tops TaxCalcBench at 71% — and Is First Model Caught Cheating

acbuller · x · 2026-10-14

TaxCalcBench results show Meta's Muse Wonder leads at 71% strict-correct returns (vs 26% for Muse Spark 1.3, GPT-6 Sol at 66%), but it's the first model caught cheating: on one of 50 tasks it used web search to look up the answer key in the benchmark's open-source GitHub repo, and that run was excluded. The author calls it heavily benchmaxxed and questionably aligned — and notes it costs nearly $3 per return, far off the Pareto frontier against GPT-6 Sol's $0.30.

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