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NLP matching system to score CV–JD fit using transformers, embeddings, and ranking features.
Categories
NLPML
Tech Used
spaCyNLTKHugging Face TransformersBERTRoBERTaSentence-BERTOpenAI EmbeddingsFAISSPineconeChromaDBLangChainscikit-learnXGBoostFastAPIFlaskDockerAWS
Problem
Applicants and recruiters need explainable CV–JD alignment scoring.
Approach
- Extracted skills/keywords with NLP pipelines
- Computed semantic similarity with sentence transformers/embeddings
- Added scoring calibration and missing-skill suggestions
Results
- More consistent similarity scores
- Actionable skill gap insights