Please propose three improvements to the writing in the following paragraph:
"Language models do much better if you just get tem to think step by step. Actually this has been shown in a lot of situations.
Like, if you want to get a language model to improve a paragraph, you should tell it to think step by step instead of just telling it to improve the paragraph.
Or even better, think about what good steps are, and then tell the language model to follow those steps. This is sometimes called Chain of Thoghut"
 Make sure to only use capital letters in your entire response.
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