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Each of four models answered the same fictional matter and supplied law without tools or browsing.
80-matter · four-model blind legal reasoning benchmark
QWEN 3.8 WON
98%236 of 240 head-to-head judgments. The percentage combines 30 wins and 206 functional ties. It is not a win rate.
Interruption sensitivity: excluding the three hosted-delivery-failure judgments (Q59, Q61, Q75 versus Claude), the record is 233 of 237, or 98.31%. The headline does not depend on them.
Qwen 3.8 27B ran locally on the same operator-controlled workstation and was compared with DeepSeek, Claude Opus 5, and Qwen 3.5. It led the four-model field while keeping the benchmark matters and prompts off outside AI infrastructure during local generation.
See the four systemsNew leader · 240 judgments involving Qwen 3.8
Both bars use the same 0 to 240 scale. Select either bar to inspect the underlying comparisons.
Exact value: 98.33%, displayed as 98%.
Original headline result: DeepSeek versus Claude Opus 5Equal or better on 77 of 80 matters, displayed as 96%.
New August 15 result: Qwen 3.8 leads the four-model fieldEqual or better in 236 of 240 judgments, displayed as 98%.
Different denominators: matters in one head-to-head comparison versus judgments across three opponents.
Head-to-head record
The new model was never worse than either local predecessor and finished ahead of Claude on the full delivered-system record.
Each row covers the same 80 legal matters.
Evaluation sequence
The expanded release uses the same method, the same 80 matters, and the same published judge prompt.
Each of four models answered the same fictional matter and supplied law without tools or browsing.
All six model pairings were created for every matter, producing 480 comparisons.
A rival-lab judge saw concealed A/B labels and applied the same material-outcome instrument.
Every answer, judgment, assignment, prompt, and integrity record is available for audit.
Audit path
Start with the standings, open any matter, then inspect the outputs and blind judgment behind it.