4 papers
Scalable multilingual PII annotation for responsible AI in LLMs
Bharti Meena, Joanna Skubisz, Harshit Rajgarhia +5
As Large Language Models (LLMs) gain wider adoption, ensuring their reliable handling of Personally Identifiable Information (PII) across diverse regulatory contexts has become ess…
An Evaluation Study of Hybrid Methods for Multilingual PII Detection
Harshit Rajgarhia, Suryam Gupta, Asif Shaik +4
The detection of Personally Identifiable Information (PII) is critical for privacy compliance but remains challenging in low-resource languages due to linguistic diversity and limi…
GAZE:Governance-Aware pre-annotation for Zero-shot World Model Environments
Leela Krishna, Mengyang Zhao, Saicharithreddy Pasula +2
Training robust world models requires large-scale, precisely labeled multimodal datasets, a process historically bottlenecked by slow and expensive manual annotation. We present a…
Human + AI for Accelerating Ad Localization Evaluation
Harshit Rajgarhia, Shivali Dalmia, Mengyang Zhao +2
Adapting advertisements for multilingual audiences requires more than simple text translation; it demands preservation of visual consistency, spatial alignment, and stylistic integ…