Qwen: Qwen3 235B A22B Instruct 2507

Qwen3-235B-A22B-Instruct-2507 demonstrates competitive response times, performing among the faster models with a 44th percentile speed ranking. It also offers cost-effective solutions, ranking in the 68th percentile for price. Notably, the model exhibits exceptional reliability, achieving a 99% success rate across benchmarks, indicating consistent and stable operation. In terms of performance across categories, Qwen3-235B-A22B-Instruct-2507 excels in knowledge-based tasks, achieving 99.5% accuracy in General Knowledge and perfect 100% accuracy in Keyword Topic Relevance Classification and Ethics. Its Mathematics performance is particularly strong at 97.0% accuracy, placing it in the 98th percentile. The model also shows solid performance in Reasoning (84.0%) and Coding (85.9%). Key strengths include its perfect accuracy in specific classification and ethical reasoning tasks, high mathematical proficiency, and strong general knowledge. It is also highlighted for its multilingual understanding and alignment with open-ended tasks. A notable weakness appears in Instruction Following, where it achieved only 39.7% accuracy, and its Email Classification accuracy (94.0%) is comparatively lower than its other top scores.