Your question is Extract Resume Skills from CVs. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
TalentMatch, a recruiting platform, wants to automatically extract candidate skills from uploaded resumes so recruiters can search profiles consistently and match applicants to job requirements. The current keyword-based parser misses synonyms, abbreviations, and skills embedded in project descriptions.
A good solution should achieve entity-level F1 >= 0.88 on skill extraction, recall >= 0.90 for high-value technical skills, and support batch inference at <300 ms per resume page. Extracted skills should also map to a normalized skill taxonomy with high precision.
"PyTorch", "SQL", and "Project Management", not raw text fragments only