Qwen: Qwen3.5-35B-A3B

The Qwen3.5-35B-A3B model, a native vision-language model with a hybrid architecture, demonstrates exceptional speed and cost efficiency. It consistently ranks among the fastest models, achieving an Infinityth percentile in speed across 8 benchmarks, and offers highly competitive pricing, also at the Infinityth percentile across 4 benchmarks. The model exhibits strong reliability with an 88% success rate across 8 benchmarks, indicating consistent operational performance. In terms of specific benchmarks, Qwen3.5-35B-A3B shows a notable strength in Hallucinations (Baseline) with 98.0% accuracy, placing it in the 63rd percentile, and in Email Classification (Baseline) with 99.0% accuracy (73rd percentile). Its Instruction Following (Baseline) capability is also strong at 74.7% accuracy (80th percentile). However, the model currently shows significant weaknesses in General Knowledge, Coding, Reasoning, Ethics, and Mathematics, where it recorded 0.0% accuracy across all these categories. This suggests a specialized performance profile, excelling in specific language understanding and classification tasks while requiring further development in complex reasoning and domain-specific knowledge areas.