How Much Can Language Models Gain from Test-Time Computation?
How much can test-time computation improve a language model, and at what cost? Test-time scaling is widely proposed as a substitute for larger models, but existing comparisons mostly evaluate one domain at a time and rarely charge selection to the budget. We introduce SELF-POT, a benchmark and evaluation framework that...
Bang Yang, Jing-Yuan Li, Jia-Jun Fan et al.
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