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README.md
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- jacob-hugging-face/job-descriptions
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- jacob-hugging-face/job-descriptions
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---
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1. Data Collection
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Existing Companies: Gather a dataset of existing companies and their job descriptions. This could include various roles and responsibilities.
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New Companies: Create a mechanism to identify when a new company is mentioned (not in your existing dataset) and prompt the user for a description.
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2. Prompt Structure
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For Existing Companies:
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Input: “What is the job description for [Company Name]?”
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Output: Return a predefined job description for that company.
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For New Companies:
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Input: “What is the job description for [New Company]?”
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Output:
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"I don't have a description for [New Company]. Could you please provide a brief description or key details about the company?"
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Store the user-provided description for future reference.
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3. User Interaction
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Design a user-friendly interface where users can input company names and descriptions easily.
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Ensure that when a user provides a description for a new company, it's validated and stored properly for future queries.
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4. Learning Mechanism
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Implement a feedback loop where:
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The model refines its understanding of job descriptions based on user input.
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If multiple users provide descriptions for the same new company, you can aggregate this data to improve accuracy.
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5. Example Workflow
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User Input: User enters “Tech Innovations Inc.”
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Model Check:
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If “Tech Innovations Inc.” exists in the dataset, return its job description.
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If not, prompt the user:
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"I don't have a description for Tech Innovations Inc. Can you provide one?"
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User Response: User provides a description.
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Store Description: Save the description in the dataset for future queries.
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