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In this repo, you will find implementation in Python of 4 semantic search methods:

Method 1 — Handcrafted Retrieval Features + TF–IDF

Method 2 — Classical Machine Learning for Semantic Ranking

Method 3 — Embedding-Based Semantic Search

Method 4 — Transformer Fine-Tuning

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Contains 4 programs that correspond to the four stages of semantic search evolution: 1. Heuristic-Rule-Based Retrieval 2. Logistic Regression 3. Embeddings-based Retrieval 4. Fine-tuning of a Transformer.

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