Be Seen Academy

LightGPT

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Designed to generate text in response to prompts with specific instructions, following a standardized format.
Freemium

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LightGPT Features

LightGPT-instruct-6B is a language model created by AWS Contributors, based on GPT-J 6B. It has been fine-tuned using the OIG-small-chip2 instruction dataset, which has around 200K training examples and is licensed under Apache-2.0.

Model Capabilities: This model is designed to generate text by following specific instructions in a standardized format. It recognizes the end of its response when the input prompt ends with the token “### Response:n”. The model is specifically trained for English conversations.

Deployment and Example Code: You can deploy the LightGPT-instruct-6B model to Amazon SageMaker, and the documentation provides example code to guide you through the process.

Evaluation Metrics: The model’s performance is evaluated using different metrics, such as LAMBADA PPL (perplexity), LAMBADA ACC (accuracy), WINOGRANDE, HELLASWAG, PIQA, and GPT-J.

Limitations: The documentation points out some limitations of the model. These include its potential difficulty in accurately following long instructions, providing incorrect answers to math and reasoning questions, and occasionally generating false or misleading responses. The model also lacks contextual understanding and generates responses solely based on the given prompt.

Use Case: The LightGPT-instruct-6B model is a useful tool for generating responses to various conversational prompts, including those that require specific instructions.

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