Comparison between the retrieval results of a model without GPs (red) and the fiducial model (pink). The values shown above each 1D histogram provide the median and 68% confidence interval of the retrieval without GPs. The thermal inversion in the upper right panel and the narrow and biased posteriors in the lower left panels are the result of overfitting when covariance is not modelled.