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cs.CL2026
Asymmetric Within-Document Predictive Learning for Scientific Document Representation
You Zuo, Éric de la Clergerie, Benoît Sagot
We study predictive pretraining for scientific document representation using the discourse structure of papers. We propose SciJEPA, a citation-free framework that learns through as…
cs.CL2025
Patent Representation Learning via Self-supervision
You Zuo, Kim Gerdes, Éric de la Clergerie +1
We study self-supervised patent representation learning with contrastive objectives. A standard baseline constructs positives by encoding the same text twice under independent drop…
cs.CL2024
PatentEval: Understanding Errors in Patent Generation
You Zuo, Kim Gerdes, Eric Villemonte de La Clergerie +1
In this work, we introduce a comprehensive error typology specifically designed for evaluating two distinct tasks in machine-generated patent texts: claims-to-abstract generation,…