Qwen: Qwen3 Coder 30B A3B Instruct

Qwen3-Coder-30B-A3B-Instruct, a 30.5B MoE model, demonstrates strong overall performance, particularly excelling in cost-efficiency and reliability. It consistently offers among the most competitive pricing, ranking in the 81st percentile, and exhibits high reliability with a 90% success rate. While generally performing in the top tier for speed (69th percentile), its duration can vary significantly across tasks. The model's key strength lies in its exceptional performance in Keyword Topic Relevance Classification, achieving perfect accuracy at the lowest cost, making it an outstanding value proposition. It also shows robust capabilities in Coding (Baseline) with 89.0% accuracy and strong ethical reasoning (98.0% accuracy). However, the model exhibits notable weaknesses in General Knowledge (32.2% accuracy) and Email Classification (19th percentile accuracy), suggesting limitations in broad factual recall and nuanced classification tasks. Its Instruction Following accuracy is moderate at 51.5%. Optimized for instruction-following without "thinking mode" and designed for advanced code generation, its performance aligns with its specialized purpose, though general knowledge and certain classification tasks could benefit from improvement.