To create an optimally structured .txt knowledge base for use with a RAG system, consider the following organized approach:
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Logical Sectioning:
- Divide the content into main sections using blank lines. Each section should represent a distinct topic or area of knowledge.
- Use clear and descriptive headings for each section to provide context.
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Paragraph Length and Clarity:
- Keep paragraphs concise and focused on a single idea or piece of information to enhance embedding effectiveness.
- Avoid overly long paragraphs that may dilute the key information.
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Consistent Formatting:
- Use consistent formatting for headings, subheadings, and lists.
- For lists, use dashes or asterisks to denote items, ensuring they are easily distinguishable.
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Text Cleanliness:
- Ensure the text is free of unnecessary formatting characters or symbols that could confuse the embedding process.
- Maintain grammatical correctness and consistent terminology, especially in Bahasa Indonesia.
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Contextual Headers:
- Consider including section headers at the beginning of each paragraph to provide additional context for the RAG system.
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Future-Proofing:
- Design the structure to be flexible enough to accommodate future expansions or integrations with other systems.
Certainly! Below is a detailed example of how to structure a .txt knowledge base file for a RAG system, following the recommendations provided:
Bachelor of Business Administration
The Bachelor of Business Administration program at Universitas Ciputra Surabaya is designed to equip students with comprehensive knowledge in various business fields, including management, marketing, finance, and accounting. The program emphasizes practical skills and real-world experience through internships and projects.
Bachelor of Computer Science
The Bachelor of Computer Science program focuses on providing students with a strong foundation in computer science principles, software development, and information technology. Graduates are prepared for careers in software engineering, data analysis, and IT management.
Bachelor of Engineering
The Bachelor of Engineering program offers specializations in mechanical, electrical, and civil engineering. The curriculum integrates theoretical knowledge with hands-on projects, ensuring students are ready to tackle complex engineering challenges.
Admission Requirements
Prospective students must submit a completed application form, high school transcripts, and a personal statement. For international students, a valid passport and proof of language proficiency are also required.
Grading System
The grading system at Universitas Ciputra Surabaya ranges from A to E, with A being the highest grade. Students must maintain a minimum cumulative GPA of 2.0 to remain in good standing.
Attendance Policy
Regular attendance is mandatory for all classes. Students are allowed a maximum of 10% absence per semester without penalty. Excessive absences may result in withdrawal from the course.
Student Organizations
Universitas Ciputra Surabaya offers a variety of student organizations, including academic clubs, sports teams, and cultural groups. These organizations provide opportunities for students to develop leadership skills and engage in extracurricular activities.
Cultural Festivals
The university hosts annual cultural festivals that celebrate diversity and promote cultural exchange among students. These events feature traditional dances, music, and food from various cultures.
Library
The university library houses a extensive collection of books, journals, and digital resources. Students have access to study rooms, computer labs, and online databases.
Sport Complex
The sport complex includes a gym, swimming pool, and multi-purpose sports hall. Students can participate in various sports activities and fitness programs.
Dining Halls
The campus has several dining halls that offer a variety of meals, including Indonesian and international cuisine. Halal options are available for all meals.
- Logical Sectioning: The knowledge base is divided into clear sections, each focusing on a specific topic.
- Paragraph Structure: Each paragraph is concise and focused on a single idea, making it easier for the RAG system to process.
- Text Cleanliness: The text is free of unnecessary formatting and maintains grammatical correctness.
- Contextual Headers: Each paragraph starts with a brief header that summarizes its content, providing additional context.
This structure ensures that the parsing function can effectively extract and process the information, leading to better performance in the RAG system.