Toppy M 7B

Toppy M 7B, a 7B parameter model created by undi95 through a task_arithmetic merge of several models, demonstrates moderate speed performance, ranking in the 28th percentile across six benchmarks. Its pricing is competitive, placing it in the 44th percentile. The model's reliability is not explicitly detailed as being particularly high or low based on the provided information. In terms of performance across benchmarks, Toppy M 7B exhibits significant weaknesses in core cognitive areas. Its accuracy in Coding (2.0%), Reasoning (12.2%), Ethics (28.0%), and General Knowledge (16.3%) is notably low, consistently placing it in the bottom decile or two for these categories. While its Email Classification accuracy is 92.0%, this still positions it in the 21st percentile, suggesting room for improvement compared to other models. Instruction Following shows a moderate 31.1% accuracy, ranking in the 31st percentile. The model's primary strength appears to be its competitive pricing and moderate speed, rather than its accuracy across the evaluated tasks. Its performance suggests it may not be suitable for tasks requiring high precision in coding, complex reasoning, or broad general knowledge.