Qwen: Qwen2.5 VL 72B Instruct

Qwen2.5 VL 72B Instruct demonstrates competitive response times, performing among the fastest models with a 46th percentile speed ranking across nine benchmarks. It also offers cost-effective solutions, ranking in the 62nd percentile for price. Notably, the model exhibits strong reliability with an 81% success rate, indicating consistent and usable responses. In terms of performance across categories, Qwen2.5 VL 72B Instruct excels in areas requiring precise understanding and adherence to rules. It achieved perfect accuracy in Hallucinations (Baseline), Ethics (Baseline), and one Instruction Following (Baseline) benchmark, often at competitive price points and speeds. Its General Knowledge is also strong at 99.5% accuracy. However, the model shows significant weaknesses in quantitative and logical tasks, with very low accuracy in Mathematics (5.0%) and Coding (18.0%). Reasoning performance is moderate at 68.0%. Its proficiency in recognizing common objects and analyzing visual elements within images, as described, suggests a strong visual understanding capability not directly reflected in these text-based benchmarks.