Developer Says Multimodal Training Still Needs SSL Backbones

Developer kalomaze says multimodal training still depends on SSL backbone features after peers hit walls trying end-to-end approaches, and shares observations on coarse speech features and label-information asymmetry in representation learning.

2026-09-21 ~ 2026-09-21 · 4 related posts

• kalomaze rethinks 'cribbing SSL backbone features' after peers hit multimodal walls — kalomaze · 2026-09-21
• Two independent results suggest multimodal models still need SSL backbone features — kalomaze · 2026-09-21
• kalomaze on Label Asymmetry: Models Learn Conditioning Only When Forced To — kalomaze · 2026-09-21
• kalomaze: coarse audio features that tell you ~nothing still suffice for gender classification — kalomaze · 2026-09-21