Artificial intelligence
fromTheregister
1 day agoLLMs fail in 8 out of 10 early differential diagnosis cases
AI models fail at early differential diagnosis in over 80% of cases, highlighting significant limitations for patient self-diagnosis.
Since AlexNet5, deep learning has replaced heuristic hand-crafted features by unifying feature learning with deep neural networks. Later, Transformers6 and GPT-3 (ref. 1) further advanced sequence learning at scale, unifying structured tasks such as natural language processing. However, multimodal learning, spanning modalities such as images, video and text, has remained fragmented, relying on separate diffusion-based generation or compositional vision-language pipelines with many hand-crafted designs.