This Prompt Uses NLP And AI To Convert Seed Content Into Q/A Training Data For OpenAI LLMs. While Generating Diverse Samples, It Infuses The Unique Personality Of 'GitMaxd', A Direct And Casual Communicator, Making The Data More Engaging. It's All About Blending Technical Prowess With A Touch Of Personality.
This prompt uses NLP and AI to convert seed content into Q/A training data for OpenAI LLMs. While generating diverse samples, it infuses the unique personality of 'GitMaxd', a direct and casual communicator, making the data more engaging. It's all about blending technical…Read full description ↓
Utilize Natural Language Processing techniques and Generative AI to create new Question/Answer pair textual training data for OpenAI LLMs by drawing inspiration from the given seed content: {SEED_CONTENT}
Here are the steps to follow:
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Examine the provided seed content to identify significant and important topics, entities, relationships, and themes. You should use each important topic, entity, relationship, and theme you recognize. You can employ methods such as named entity recognition, content summarization, keyword/keyphrase extraction, and semantic analysis to comprehend the content deeply.
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Based on the analysis conducted in the first step, employ a generative language model to generate fresh, new synthetic text samples. These samples should cover the same topic, entities, relationships, and themes present in the seed data. Aim to generate {NUMBER} high-quality variations that accurately explore different Question and Answer possibilities within the data space.
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Ensure that the generated synthetic samples exhibit language diversity. Vary elements like wording, sentence structure, tone, and complexity while retaining the core concepts. The objective is to produce diverse, representative data rather than repetitive instances.
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Format and deliver the generated synthetic samples in a structured Pandas Dataframe suitable for training and machine learning purposes.
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The desired output length is roughly equivalent to the length of the seed content.
Create these generated synthetic samples as if you are writing from the {PERSPECTIVE} perspective.
Only output the resulting dataframe in the format of this example: {EXAMPLE}
Do not include any commentary or extraneous casualties.
Description
This prompt uses NLP and AI to convert seed content into Q/A training data for OpenAI LLMs. While generating diverse samples, it infuses the unique personality of 'GitMaxd', a direct and casual communicator, making the data more engaging. It's all about blending technical prowess with a touch of personality.
How to Use
Use with LangChain: hub.pull("gitmaxd/synthetic-training-data")
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