Anil Sharma

Sentiment Analysis of English-Hindi Code-Mixed Text Using mBERT Model

2025

In this work, a multilingual BERT (mBERT) model for sentiment analysis of text with mixed English and Hindi codes is presented. A common feature of casual communication, especially on digital platforms, code-mixing poses serious challenges …

Binary Bitmask Verification vs LLM Self-Review at Service Scale: The Robustness Verification Framework

2026 · Zenodo (CERN European Organization for Nuclear Research)

At service scale ≥ 200 components, interpretation-based verification fails. LLM self-review depends on the writer-agent reviewing its own output — structurally insufficient when the agent cannot perceive the defect it introduced. We present the Robustness …