Qwen: Qwen3 235B A22B Thinking 2507

Qwen3-235B-A22B-Thinking-2507 is a high-performance, open-weight Mixture-of-Experts (MoE) model optimized for complex reasoning. While it tends to have longer response times, ranking in the 12th percentile for speed, and is positioned at premium pricing levels (5th percentile), its reliability is exceptional, demonstrating a 100% success rate across all benchmarks. The model exhibits outstanding performance in specialized domains. It achieved perfect accuracy in General Knowledge and near-perfect scores in Coding (98.0%, top 3 in accuracy) and Reasoning (98.0%, 90th percentile), aligning with its "thinking-only" design. Mathematics also shows strong results at 92.9% accuracy (75th percentile). Its ability to handle complex instructions is a notable weakness, with only 26.3% accuracy in Instruction Following. Hallucination rates are low at 94.0% accuracy, indicating a good grasp of uncertainty. Classification tasks, such as Keyword Topic Relevance (90.0%) and Email Classification (99.0%), are handled competently. The model's strengths lie in structured logical reasoning, mathematics, science, and long-form generation, making it highly suitable for agentic workflows and tasks requiring high-token outputs.