Confidence-Calibrated Small-Large Language Model Collaboration for Cost-Efficient Reasoning

Chuang Zhang, Zizhen Zhu, Yihao Wei +5

Large language models (LLMs) demonstrate superior reasoning capabilities compared to small language models (SLMs), but incur substantially higher costs. We propose COllaborative RE…