4 citations · 5 across the 5 of their papers we have counts for
3 papers · 1 filter
Do Agents Know When They Succeed? Calibrating Agent Confidence from Internal Representations
Priyanka Mary Mammen, Emil Joswin, Srujananjali Medicherla
As agentic systems getting adopted rapidly in safety critical applications, it is vital to measure the confidence associated with the agentic actions. In comparison to the traditio…
A Mechanistic View of Authority Hierarchy in LLM Sycophancy
Emil Joswin, Srujananjali Medicherla, Priyanka Mary Mammen
Authority bias poses a critical safety concern in language models: models systematically prioritize social cues from authority figures over factual consistency, swaying their answe…
Who Endorsed It? Measuring Authority Bias Across Expertise Levels in Language Models
Priyanka Mary Mammen, Emil Joswin, Shankar Venkitachalam
Prior research demonstrates that performance of language models on reasoning tasks can be influenced by suggestions, hints and endorsements. However, the influence of endorsement s…