### Mix Instruct Dataset


This folder consists of Jupyter Notebooks and Scripts which help evaluate the Multi-Variate Testing Approach on 
the [mix-instruct test dataset](https://huggingface.co/datasets/llm-blender/mix-instruct)

To reproduce the plot in the paper:

Generate samples and run Multivariate Testing using: ```samplingScriptMV.py```


Generate Independent Copula (IC) and Empirical Copula (EC) using the same samples (use the output pickle file of above script as input): ```sampling_portfolio_creation.py```



Get stochastic order results on IC and EC using: ```relTestingCopulaTotalMV.py```


To generate the asymptotic plot use: ```rankcorrelationsCopulaMV.ipynb```