How to train your GPT model with high-quality outputs?

ChatGPT is the state-of-the-art conversational tool powered by fine-tuned 175 billion parameters GPT-3.5 (Generative Pre-trained Transformer 3.5) model, the sibling model to 1.3 billion parameters InstructGPT, trained on a massive number of prompt-completion pairs datasets for model evaluation. While quality in, quality out is an essential element of shaping ChatGPT today's success, so how to ensure and sustain all data inputs and outputs with high-quality?

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From our past experience, EC Innovations data services can provide thousands of customized high-quality prompt-completion pairs datasets for your model training. At the phase of dataset preparation, you will need prompt-response pairs that are created and classified based on certain sets of rules such as prompt types, factuality, domain, key words/summary, styles, sentiment, and intent, etc.

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To make it simple, we give you an example of prompt-completion pair for your reference as shown below:

The most important aspect of labeling work is assessing the model output to ensure that it is helpful, truthful, and not harmful. By following this process, we are able to provide thousands of high-quality prompt-completion pairs per day for training GPT with minimal cost and time overheads. It should be noted that while training, the most important criterion is helpfulness; but in final evaluation, the most important criterion is truthfulness and harmlessness.?

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EC Innovations secure facilities and operations are ISO 27001 and ISO 9001 accredited so you can rest assured your data will remain protected and quality-controlled. We believe that by providing GPT with rich and diverse data that reflects how humans communicate in real-world situations, we can enable GPT to generate more natural and engaging responses that can satisfy various user needs and preferences.?

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You can have GPT in your own industry by having EC Innovations data services tailor the prompt-completion datasets to your needs. If you are interested in learning more about our services or collaborating with us on your conversational AI projects, please visit our website at https://ecinnovations.ai/contact/ or contact us at?[email protected].