LightGPT

Introducing LightGPT-instruct-6B - the ultimate language model crafted by AWS Contributors with GPT-J 6B at its core. After being fine-tuned on the OIG-small-chip2 instruction dataset, which boasts of about 200K training examples, and is licensed under Apache-2.0, LightGPT-instruct-6B is all set to amaze you. The model is impeccably designed to generate text in response to any prompt that requires specific instructions, all thanks to its standardized format. It has the ability to recognize when to stop its response, with the help of the token "### Response:\n" - the perfect tool for English conversations.

Setting up the LightGPT-instruct-6B model is a breeze - all thanks to its deployment on Amazon SageMaker, complete with an array of example codes to get you up and running in no time. And when it comes to metrics, the model's performance is measured on various parameters such as LAMBADA PPL (perplexity), LAMBADA ACC (accuracy), WINOGRANDE, HELLASWAG, PIQA, and GPT-J.

But with all its magnificence, LightGPT-instruct-6B does come with a few limitations. It may find it hard to follow through with lengthy instructions and provide inaccurate answers to math and reasoning questions, occasionally giving out false or misleading responses. The model operates solely based on the prompt given, lacking contextual understanding.

Despite these limitations, the LightGPT-instruct-6B model is a remarkable natural language generation tool. Its unmatched ability to generate responses to various conversational prompts makes it an invaluable asset, especially for those requiring specific instructions. Get ready to be blown away by the power of LightGPT-instruct-6B!