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Unveiling Fine-Grained Visual Traces: Evaluating Multimodal Interleaved Reasoning Chains in Multimodal STEM Tasks by Pratik Joshi is a document available to read on EtoBox.

What is Unveiling Fine-Grained Visual Traces: Evaluating Multimodal Interleaved Reasoning Chains in Multimodal STEM Tasks about?

The document introduces S TEP STEM, a benchmark consisting of 283 graduate-level multimodal STEM problems designed to evaluate the reasoning capabilities of Multimodal Large Language Models (MLLMs) through fine-grained assessment of both textual and visual inputs. It highlights the challenges faced by current MLLMs, such as modality collapse and limited structured visual understanding, and proposes a step-level evaluation framework to analyze intermediate reasoning processes rather than just final answers.

Author

Pratik Joshi

Language

EN