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Simple Directory


Reader

Temporary File


Cleanup


Chunking and


Embedding

Split Text into


Chunks

Generate


Embeddings

HuggingFace


Model

Semantic Engine
Store Dense


Embeddings

Cosine Similarity


Retrieval

Gemini Pro


Semantic

Hybrid Engine
Combine Semantic and


Keyword Retrieval

Use Dense and


Text Indices

Score Fusion
Calculate Final


Score

Gemini Pro


Hybrid

Elasticsearch


Engine

Keyword Based


Retrieval

Inverted Text


Index and BM25

Ranking

Query Processor
Retrieve Top K


Keyword Matches

Gemini Pro


Elastic

Weighted


Evaluation Phase

helo

by bhumika

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