Following this, the most significant advancements in the use of ML to understand chemical reactivity will be discussed, with an emphasis on the need for obtaining TSs themselves. A comprehensive review of the existing literature for TS generation will then be presented, comparing the strengths and limitations of these approaches. We conclude with an outlook for the field of TS geometry prediction.