4 papers
Redacting Personal Data: A Speed and Accuracy Comparison of Regex, Presidio and Hybrid Designs
Sai Yashwant, Manoj Kumar Gondimalla, Arjun Sharma +1
Many enterprise projects now pass free text to large language models (LLMs), and that text often contains personally identifiable information (PII) such as names, phone numbers, em…
Semantic Candidate-Job Matching: A Comparative Evaluation of Dense Embedding Models in Hybrid Retrieval
Sai Yashwant, Siddhartha Jain, Anurag Dubey +2
This paper presents a comparative evaluation of dense embedding models for semantic candidate-job matching in high-volume staffing workflows. Incoming job descriptions are converte…
Counterfactual Bias Testing for Application Tracking System
Sai Yashwant, Shruti Bansal, Anurag Dubey +4
Automated candidate-job matching systems are increasingly classified as high-risk AI under emerging regulation, yet auditing them for demographic bias is expensive: classical corre…
Invoice Information Extraction: Methods and Performance Evaluation
Sai Yashwant, Anurag Dubey, Praneeth Paikray +1
This paper presents methods for extracting structured information from invoice documents and proposes a set of evaluation metrics (EM) to assess the accuracy of the extracted data…