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Robust Critics: Defending LLMs Against Multi-Turn Attacks
Roman Belaire, Arunesh Sinha, Pradeep Varakantham
When a user asks a language model something harmful, is it a genuine attack or a misunderstood but well-meaning question? This ambiguity is one of the central challenges of LLM saf…
Hey Chat, Can You Teach Me? Structuring Socratic Dialogue for Human Learning in the Wild
Sidney Tio, Arunesh Sinha, Pradeep Varakantham
Large language models are now widely used for everyday learning, but the underlying interactions are typically unstructured chats rather than following a curriculum. Unlike formal…
Induced Numerical Instability: Hidden Costs in Multimodal Large Language Models
Wai Tuck Wong, Jun Sun, Arunesh Sinha
The use of multimodal large language models has become widespread, and as such the study of these models and their failure points has become of utmost importance. We study a novel…