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Develop an AI Test Generation Bot that: Accepts multiple PDF files as input. Extracts relevant information and creates vector embeddings using Google embeddings model and
Develop an AI Test Generation Bot that: Accepts multiple PDF files as input. Extracts relevant information and creates vector embeddings using Google embeddings model and stores it in a vector databasePinecone Chroma etc Generates objective or subjective test questions along with answers based on userspecified topics, chapters, subjects, or class level through LLMSemantic search on the vector embeddings. Specific Requirements: PDF Processing: Implement robust PDF parsing techniques to extract text and structure accurately. Handle diverse PDF formats and layouts effectively. Embedding Generation: Utilize any embedding modellike Googles latest model understanding capabilities to create comprehensive text embeddings. Integrate Langchain for semantic knowledge graph construction and reasoning. Incorporate Google embeddings for additional semantic context. Test Question Generation: Develop algorithms through function calling to generate diverse and challenging test questions aligned with specified topics and difficulty levels. Ensure questions are grammatically correct and semantically meaningful. Offer the ability to create both objective multiple choice, truefalse fillintheblank and subjective essaystyle questions. User Interface: Design an intuitive interface for: Uploading PDF files. Specifying topics, chapters, subjects, and class levels. Generating and viewing test questions.. Potentially exporting generated tests as PDF or other formats. so please write full code for above task in node js and frontend in react and use google api more
Develop an AI Test Generation Bot that:
Accepts multiple PDF files as input.
Extracts relevant information and creates vector embeddings using Google
embeddings model and stores it in a vector databasePinecone Chroma etc
Generates objective or subjective test questions along with answers based on
userspecified topics, chapters, subjects, or class level through LLMSemantic search
on the vector embeddings.
Specific Requirements:
PDF Processing:
Implement robust PDF parsing techniques to extract text and structure accurately.
Handle diverse PDF formats and layouts effectively.
Embedding Generation:
Utilize any embedding modellike Googles latest model understanding
capabilities to create comprehensive text embeddings.
Integrate Langchain for semantic knowledge graph construction and reasoning.
Incorporate Google embeddings for additional semantic context.
Test Question Generation:
Develop algorithms through function calling to generate diverse and challenging test
questions aligned with specified topics and difficulty levels.
Ensure questions are grammatically correct and semantically meaningful.
Offer the ability to create both objective multiple choice, truefalse fillintheblank
and subjective essaystyle questions.
User Interface:
Design an intuitive interface for:
Uploading PDF files.
Specifying topics, chapters, subjects, and class levels.
Generating and viewing test questions..
Potentially exporting generated tests as PDF or other formats.
so please write full code for above task in node js and frontend in react and use google api more
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