In this article, we present a contribution from CEA-List to the TextMine’25 challenge, focusing on two main extensions of the AT-LOP model, one focused on taking into account correlations between relations, the other on exploiting the notion of proof. We combine them through several ensemble configurations and compare the combinations thus obtained with these two extensions.

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