De-Xiang Shu

Layer-Wise Gate-Controlled Prompt Truncation in a Multimodal Chest X-Ray Classifier

The findings document prompt shortening under the configured gate penalty; they do not establish sample-specific length allocation, superiority over fixed short prompts, or clinical utility.