2 papers
cs.CL2026
RupeeBias: Auditing Demographic Bias in Indian Economic Guidance from Large Language Models
Pavithra P M Nair, Bhavik Talaviya, Shourya Bhushan +5
Individuals turn to large language models (LLMs) for guidance across a wide range of economic tasks, from comparing loan options and planning savings to deciding what raise to ask…
cs.AI2026
PRISM: Recovering Instruction Sets from Language Model Activations
Gilad Gressel, Rahul Pankajakshan, Julia Diament +3
As LLMs are deployed as agents, reliable monitoring requires knowing not only what they output, but which instructions are steering their behavior. This is difficult when models in…