📄 Start Document

Loading

✅ Validate Extension

📄 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