---
title: ATS-Proof CV Generator
emoji: 🎯
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 6.13.0
app_file: app.py
pinned: false
---

# 🎯 ATS-Proof CV Generator

A **closed-loop pipeline** that generates ATS-optimized resumes with a self-refining feedback loop.

## Pipeline

1. 📄 **Parse CV** — Upload PDF or paste text → structured sections
2. 🔍 **Extract Keywords** — 3-layer hybrid: NER (LinkedIn Skills model, F1=0.92) + KeyBERT (semantic) + TF-IDF (statistical)
3. ✍️ **Generate CV** — Section-by-section LLM rewriting grounded on your original CV (anti-hallucination)
4. 📊 **ATS Score** — 5-metric hybrid checker: Keyword Match (35%) + Skill Coverage (25%) + TF-IDF Cosine (20%) + Sections (10%) + Format (10%)
5. 🔄 **Self-Refine** — Iterative feedback loop (up to 4 rounds) until score ≥ target
6. 📥 **Download DOCX** — ATS-safe single-column format

## Setup

Add your `HF_TOKEN` in Space Settings → Secrets.

## Research References

- [ResumeFlow](https://arxiv.org/abs/2402.06221) — Section-by-section generation
- [Self-Refine](https://arxiv.org/abs/2303.17651) — Iterative refinement via feedback
- [SkillSpan](https://arxiv.org/abs/2204.12811) — Skill extraction from job descriptions