Muse Wonder claims SOTA on Harvey's legal reasoning benchmark, beating GPT-6 and Claude

shuchaobi · x · 2026-10-14

The Muse team says Muse Wonder is SOTA on legal reasoning: on Harvey's LAB-AA benchmark, Muse Wonder Full (max) scores 13.1% and Muse Wonder (max) 10.0%, ahead of GPT-6 Astra (max) at 8.6%, Claude Fable 5.1 (max) at 6.4%, and Claude Opus 5.5 (max) at 4.2%. Their approach leans on in-context learning: laws vary by country/state and keep changing, so instead of memorizing statutes and cases, the model is trained to retrieve relevant legal material and reason over it in context for accurate, up-to-date results — with long, cumbersome legal documents doubling as a testbed for long-context reasoning. The stated mission is closing the legal literacy gap and leveling the playing field.

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