Leticia L. Rodríguez

Papers on Lattice

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Interpretability & Mechanistic Interp (1)Multimodal Models (1)Reasoning & Chain-of-Thought (1)

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Carmen Quiles-Ramírez (1)Nicolás Martorell (1)Natalia Díaz-Rodríguez (1)

Papers (1)

May 27, 2026

Carmen Quiles-Ramírez +3May 27, 2026

Explaining is Harder Than Predicting Alone: Evaluating Concept-based Explanations of MLLMs as ICL Visual Classifiers

Forcing MLLMs to explain their image classifications using structured concepts actually *harms* their accuracy, challenging the assumption that explicit reasoning always improves performance.

Carmen Quiles-Ramírez, Leticia L. Rodríguez, Nicolás Martorell +1

Interpretability & Mechanistic Interp Multimodal Models Reasoning & Chain-of-Thought

Leticia L. Rodríguez

Research focus

Frequent co-authors

Papers (1)

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Leticia L. Rodríguez

Research focus

Frequent co-authors

Papers (1)