Qwen: Qwen3 235B A22B Thinking 2507

Qwen3-235B-A22B-Thinking-2507 demonstrates a strong overall performance profile, particularly excelling in specialized reasoning and knowledge-based tasks. While its speed ranking places it among models with longer response times (14th percentile) and its price ranking indicates premium pricing levels (6th percentile), these are often justified by its exceptional capabilities. The model exhibits outstanding reliability, achieving a perfect 100th percentile, meaning it consistently provides usable responses with minimal technical failures. Across benchmarks, Qwen3-235B-A22B-Thinking-2507 shows remarkable accuracy in Coding (98.0%, 100th percentile) and General Knowledge (100.0%, perfect accuracy), often leading its price and speed categories in these domains. Its Reasoning performance is also strong at 90.0% accuracy (87th percentile). However, its Instruction Following accuracy is a notable weakness at 26.3% (25th percentile), suggesting challenges with complex multi-step directives despite its "thinking-only" design. Ethics performance is moderate at 98.0% (40th percentile), and Email Classification is solid at 99.0% (72nd percentile). The model's high cost and duration in the Instruction Following benchmark further highlight this area for improvement. Its core strength lies in structured logical reasoning and knowledge retrieval, making it highly suitable for demanding analytical applications.