4 Key Ways to Measure the Comprehensive Capabilities of LLMs

 

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Are you interested in training your LLM for your business needs? Did your LLM qualify for standard comprehension results like META, Gemini, or OpenAI? By using the following model evaluation test, you can verify your LLM comprehension performance.

MMLU

MMLU is the most famous semantic comprehension test for LLM. It covers a wide range of knowledge and tests the basic knowledge and comprehension ability of large language models. In addition, it is only based on the English language test.

C Eval

It is the Chinese evaluation model test, which consists of 13,948 multiple-choice questions covering 52 different subjects. Moreover, it has four difficulty levels. You can only use it to evaluate Chinese comprehension ability of large models.

AGI Eval

This benchmark test is released by Microsoft. This model evaluation test covers 20 official, public, and high-standard admission and qualification exams for ordinary human candidates worldwide. By applying this model test, you can learn about the model’s ability in respect to human cognition and problem-solving.

GSM8K

This model test belongs to OpenAI’s large-scale mathematical reasoning benchmark. It covers 8,500 high-quality math problem datasets from the middle school. This model evaluation test is more diverse and more challenging than previous math text problem datasets.

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