Author

Ellie Pavlick

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Schr ¨odinger’s CoT: Measuring the Causal Effect of Chains of Thought Alters That Effect

This work uses mechanistic interventions in order to disentangle whether reasoning chains should be viewed as a cause of vs. a justification for the model’s final answer, and finds that the answer to this question is complicated by the fact that the interpretability tools on which the model uses influence the mechanism the model uses, and thus the fidelity of the chain itself.

Daniel Kang, Sam Musker, Roman Feiman et al. · 0 citations

Multimodal Concept Mapping

This work investigates how MLLMs learn novel concepts by introducing concepts in unimodal pre-training or multimodal fine-tuning, and evaluates the model’s ability to generalize between the two settings, and evaluates how deeply a model maps concepts across modalities.

S. Boppana, Tian Yun, C. Curto et al. · 0 citations