Ok I found what the problem was. In Eclipse, I just needed to go in "Windows -> Preferences -> PHP -> Debug" and uncheck "Break at first line".
To make it work, I also had to go in "Run > Debug Configurations > PHP Web Application" and unselect "Break at first line" in all the configurations.
You might have to restart Eclipse for it to work.
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