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Author

Leena Mathur

2 papers indexed here

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Preprint Aug 2026

Amplified Does Not Mean Predictive: Reasoning Behaviors in Thinking Models

It is found that reasoning-oriented training does not preferentially amplify the highest-Lift behaviors, motivating process-level objectives that reward calibrated and grounded reasoning rather than surface form alone.

Jean de Dieu Nyandwi, Leena Mathur, Yonatan Bisk et al. · 1 citation

Social Caption: Evaluating Social Understanding in Multimodal Models

SOCIAL CAPTION is introduced, a framework grounded in interaction theory to evaluate social understanding abilities of MLLMs along three dimensions: Social Inference, the ability to make accurate inferences about interactions; Holistic Social Analysis, the ability to generate comprehensive descriptions of interactions;...

Bhaavanaa Thumu, Leena Mathur, Gaoussou Youssouf Kebe et al. · 2 citations

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