https://jaypolra.github.io/tags/nlp/NLPHugo Blox Builder (https://hugoblox.com)en-usMon, 01 Jan 2024 00:00:00 +0000https://jaypolra.github.io/media/icon_hu_3943bc2ea2cd9fa1.pnghttps://jaypolra.github.io/tags/nlp/https://jaypolra.github.io/project/candidate-matcher/Mon, 01 Jan 2024 00:00:00 +0000https://jaypolra.github.io/project/candidate-matcher/<p>Keyword overlap misses semantic alignment. A resume can match a job description on surface terms and still be irrelevant.</p> <p>Built ATS-style ranking using MiniLM embeddings and cosine similarity. LLM-generated summaries explain the match rather than just scoring it. Robust multi-format parsing pipeline for PDF, DOCX, and TXT files with fallback extraction logic. Deployed on Streamlit Cloud with Gemma 2B for summarization and Flan-T5 as a CPU-compatible fallback.</p>