ReMM SLERP 13B

ReMM SLERP 13B, provided by undi95, demonstrates exceptional speed and cost efficiency. It consistently ranks among the fastest models and offers highly competitive pricing, achieving Infinityth percentile rankings across multiple benchmarks for both speed and price. This makes it a strong contender for applications where rapid processing and cost-effectiveness are paramount. However, the model's accuracy across various benchmarks indicates significant areas for improvement. In Coding, it achieved only 1.0% accuracy, placing it in the 8th percentile. Instruction Following showed 0.0% accuracy, suggesting a fundamental limitation in processing complex directives. Similarly, Reasoning (16.0% accuracy, 11th percentile), Ethics (2.0% accuracy, 7th percentile), and General Knowledge (0.5% accuracy, 10th percentile) all performed at very low percentiles. The Email Classification benchmark was a notable exception, achieving 90.0% accuracy, though still only at the 17th percentile. Its primary strength lies in its operational efficiency (speed and cost), while its key weakness is its low accuracy across most cognitive and knowledge-based tasks.