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Diversity Matters: Revisiting Test-Time Compute in Vision-Language Models

Announce Type: new Abstract: Test-time compute (TTC) strategies have emerged as a lightweight approach to boost reasoning in large language models (LLMs). However, their application and benefits for vision-language models (VLMs) remain underexplored. We present a systematic study of TTC across seven VLMs and six benchmarks, specifically analyzing feature-based scoring and majority voting methods.

arXiv CS 9d ago