Author

Spiros Baxevanakis

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Preprint Jul 2026

Test-Time Scaling for Small VLMs on Multilingual Visual MCQ

Test-time scaling (TTS) reliably improves reasoning in large language models, but whether it transfers to small open vision-language models remains unclear. We examine this on EXAMS-V, a multilingual visual multiple-choice benchmark, comparing self-consistency, describe-then-reason with PRM-guided beam search, and two...

Spiros Baxevanakis, Peng-Jian Yang · 1 citation