Lech Szymanski

JFM achieves competitive accuracy and reliable confidence scores without the need for post-hoc calibration, transforming how we approach joint classification and generation tasks.

Semantic-ID tokenizers, a promising approach for generative recommendation, can inflate Hit@K metrics by over 100% due to collisions where multiple items map to the same token sequence.