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Retrieval-Augmented Generation

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Summary of the Retrieval-Augmented Generation

This Retrieval Technique of RAG assessment test is created by TestnHire’s subject matter experts, with a sole purpose of evaluating candidate’s proficiency of working with RAG pipelines, understanding of the retrieval layer that powers knowledge grounded responses in large language models9LLMs). This test prioritizes real-world problem solving around data indexing, document chunking and embedding based retrieval.

Covered Skills

Retrieval-augmented generation (RAG) architecture

Document indexing, chunking, and embedding creation

Query rewriting, reranking & retrieval scoring

Integrating retrieval into LLM workflows

Handling hallucination & improving answer accuracy

Performance metrics for retrieval layers (precision, recall, latency)

Type: Programming skills

Time: 10 min

Languages: English

Level: Easy, Intermediate, Expert

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About the Retrieval-Augmented Generation Test

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Skill and Concepts Covered in TestnHire's Retrieval-Augmented Generation Test Assessment test

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