Text Collapse Sabotages Multimodal Forecasts—New Residual Supervision Fixes It
The authors expose 'text collapse', a failure where adding domain reports actually hurts multimodal time‑series forecasts because the text branch is ignored. Their REST‑TS method forces the text model to predict the residual of the numeric forecast, dramatically improving performance and proving that text can help when supervised correctly.