Asymmetric within-document predictive learning for scientific document representation via SciJEPA, a citation-free framework that uses asymmetric predictions across title/abstract, method, and conclusion representations.
Read the original at arxiv.org→arXiv:2608.28625v1 Announce Type: new Abstract: We study predictive pretraining for scientific document representation using the discourse structure of papers. We propose SciJEPA, a citation-free framework that...
Original headline: "Asymmetric Within-Document Predictive Learning for Scientific Document Representation"
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- Sep 1, 04:00 UTC arXiv cs.CL lead source Asymmetric Within-Document Predictive Learning for Scientific Document Representation