Thanks for your responses and the references.

>From your responses and the papers of Lucia Specia et al., my main take away 
>so far is that a simple and unique feature won't provide a Confidence Measure. 
>When using a bunch of them, one need to consider that they are often strongly 
>correlated. Getting a reasonably good confidence score seems doable, which is 
>a good thing, but requires significant efforts to get there (manually 
>annotated sentences, a training process, optimizations). Let's see if we have 
>the courage and the time to tackle this soon!

François



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