CV Transformer
An AI system that turns casual notes about your experience into polished, professional CV entries - running locally on a Polish language model.
The story behind the project
Plenty of people have solid experience but can't put it into "official" CV language - a note like "did bookkeeping, checked invoices, lived in Excel" gets lost instead of becoming a strong CV line.
I built a pipeline around Bielik-1.5B-v3.0-Instruct, a Polish instruction-tuned LLM from SpeakLeash, running locally on GPU. Notes go through a one-shot prompt, and the output passes through post-processing that strips markdown artifacts. I also added a second feature: upload a full CV file (PDF/DOCX/TXT), auto-split it into sections, and rewrite every entry. Both live in a two-tab Gradio interface.
Average semantic similarity (cosine similarity) of 0.696 and a compression ratio of 0.89 - the model tightens text just enough for CV style without losing meaning. Tested four temperature values to balance creativity against consistency.
What CV Transformer does
Real-Time Note Transformation
Type a casual note about something you did at work and the model rewrites it into a polished, CV-ready sentence in seconds - powered by a carefully engineered one-shot prompt rather than fine-tuning.
- Real-time transformation of a single note into a professional CV entry
- One-shot prompting to eliminate hallucinations
- Post-processing that cleans formatting artifacts
Full CV Upload & Rewrite
Upload an entire CV as PDF, DOCX, or TXT and the pipeline automatically splits it into sections and rewrites every entry in one pass - no copy-pasting line by line.
- Upload a CV file and auto-improve every section at once
- Automatic section splitting for PDF/DOCX/TXT files
- Interactive two-tab Gradio interface
