I'm beginner.I wonder how to evaluate my own pretrain model on GLUE benchmark?

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I'm a beginner, and I recently trained a pre-trained language model from scratch using my own data. I want to evaluate it on the GLUE benchmark, but there are a few questions that confuse me.

I used a roberta model, which has an mlm(Masked Language Model) structure. I noticed that GLUE tasks are classification tasks. Does this mean that I need to add a classification head to my pretrained model for each task and fine-tune it on the GLUE test dataset?

I find it quite time consuming to finetune each task in GLUE. I wonder if there is any workaround?

Thanks!

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