From Unstructured Resumes to Semantic Matching: A Two-Agent LLM System for Scalable Candidate Filtering

Author: Tika Datta Gautam Independent Research Project Bhaktapur, Nepal Date: 5/11/2026 1. Abstract This paper presents a two-agent large language model (LLM) based system designed for automated HR ca