imAIgic

Stunning searchable free AI-generated images & prompts.

PROMPTMETHEUS

Compose, test, optimize, and deploy reliable prompts for large language models.

Context Optimization

CoOp, also known as Context Optimization, is a method used to improve prompt engineering in automated systems. It eliminates the need for manual tuning of prompts by creating continuous vectors that are learned from data. These vectors capture the context words and can be shared among all classes or designed to be specific to certain classes. During training, cross-entropy loss is used to minimize prediction errors with respect to the learnable context vectors while keeping pre-trained parameter

KnowPrompt

What is KnowPrompt? Have you ever struggled with understanding the meaning behind a sentence because of the way it was constructed? KnowPrompt is a new approach to help you better understand relational sentences. It injects entity and relation knowledge into sentence construction, making it easier to comprehend the meaning behind the words. This approach uses learnable virtual template words, as well as answer words, to optimize the representation of the sentence. TYPED MARKER is utilized arou

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