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Dhruv Nathawani

2 accepted papers

2025

Activation Space Interventions Can Be Transferred Between Large Language Models

ICML 2025poster

The study of representation universality in AI models reveals growing convergence across domains, modalities, and architectures. However, the practical applications of representation universality remain largely unexplored. We bridge this gap by demonstrating that safety interventions can be transfer…

2025

TinySQL: A Progressive Text-to-SQL Dataset for Mechanistic Interpretability Research

EMNLP 2025

Mechanistic interpretability research faces a gap between analyzing simple circuits in toy tasks and discovering features in large models. To bridge this gap, we propose text-to-SQL generation as an ideal task to study, as it combines the formal structure of toy tasks with real-world complexity. We

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