A vision encoder is a necessary component for allowing many leading LLMs to be able to work with images uploaded by users.

Indeed, the very nature of CLIP’s unusual machine learning architecture created the weakness that enables this attack to succeed. CLIP is intended to explore how AI systems might learn to ...

The model is based on the Transformer architecture used in GPT-3 ... DALL·E generates output images autoregressively, and OpenAI uses CLIP to rank the quality of the generated images.