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Author

Francisco Galuppo Azevedo

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#machine learning Preprint Aug 2026

Context Window Failures in Relational Foundation Models

Recent Relational Deep Learning architectures have been proposed as foundation models for multi-table relational data, yet they impose constrained neighborhood budgets that force row truncation when an entity has many related records. We introduce Animus, a synthetic financial dataset in which predicting customer incom...

D. Correa, Francisco Galuppo Azevedo · 0 citations
#machine learning Preprint Aug 2026

Can LLMs Use Relational Transformer Embeddings?

It is argued that soft-token fusion requires stronger alignment objectives and schema-aware design before it can serve as a reliable route to relational prediction.

Francisco Galuppo Azevedo, Clarissa Lima Loures · 0 citations

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