Overview

TheMayonnaise is a 7 billion parameter causal language model developed by The Kaitchup. It is an English-language model built upon mistralai/Mistral-7B-v0.1 using a TIES-merging mixture of experts (MoE) approach. This model's creation process is detailed in an article titled "The Mayonnaise: Rank First on the Open LLM Leaderboard with TIES-Merging."

Key Capabilities & Performance

The model demonstrates strong performance across various benchmarks, as evaluated on the Open LLM Leaderboard:

• Average Score: 74.94
• AI2 Reasoning Challenge (25-Shot): 73.46
• HellaSwag (10-Shot): 88.46
• MMLU (5-Shot): 64.88
• TruthfulQA (0-shot): 69.19
• Winogrande (5-shot): 84.29
• GSM8k (5-shot): 69.37

Unique Aspects

This model stands out due to its creation method, utilizing mergekit with a TIES-merging strategy. It combines mncai/mistral-7b-dpo-v5, kaitchup/Mayonnaise-4in1-02, and BarryFutureman/NeuralTurdusVariant1-7B to achieve its performance. The model operates under an Apache 2.0 License.

Use Cases

Given its general-purpose nature and strong benchmark results, TheMayonnaise is suitable for a wide range of English NLP tasks requiring reasoning, common sense, and language understanding.