May 13, 2026•1 min read•from Financial Modeling

Training a number-aware embedding model + Text JEPA doesn't work too well + Text auto-encoders have a strange frequency bias [R][P]

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#rows.com

#embedding model

#number-aware

#Text JEPA

#auto-encoders

#frequency bias

#training

#machine learning

#deep learning

#model evaluation

#text representation

#feature extraction

#data preprocessing

#neural networks

#parameter tuning

#algorithm performance

#contextual embeddings

#dataset

#overfitting

#training epochs