Davide Romano

Test-Time Scaling in the Wild: Why Exploitation, Not Exploration, Is the Bottleneck

The first compute-normalised comparison of five TTS families across five open-ended generation benchmarks spanning medicine, law, finance, general chat, and creative writing is conducted - grounded in a unified framework that decomposes the effectiveness of each method's token budget into exploration and exploitation.