32 citations · 85 across the 50 of their papers we have counts for
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Going Beyond Approximation: Encoding Constraints for Explainable Multi-hop Inference via Differentiable Combinatorial Solvers
Mokanarangan Thayaparan, Marco Valentino, André Freitas
Integer Linear Programming (ILP) provides a viable mechanism to encode explicit and controllable assumptions about explainable multi-hop inference with natural language. However, a…
Scientific Explanation and Natural Language: A Unified Epistemological-Linguistic Perspective for Explainable AI
Marco Valentino, André Freitas
A fundamental research goal for Explainable AI (XAI) is to build models that are capable of reasoning through the generation of natural language explanations. However, the methodol…
Do Transformers Encode a Foundational Ontology? Probing Abstract Classes in Natural Language
Mael Jullien, Marco Valentino, Andre Freitas
With the methodological support of probing (or diagnostic classification), recent studies have demonstrated that Transformers encode syntactic and semantic information to some exte…