The choice was not simple, and after having consulted various researchers in the field, we came to a conclusion that each metric had its pros and cons and there is no silver bullet.
we settled on the MELA metric proposed by Denis and Baldridge (2009), which takes a weighted average of three metrics: MUC, B-CUBED, and CEAF.