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Latency-Response Theory Model: Evaluating Large Language Models via Response Accuracy and Chain-of-Thought Length

LaRT is proposed, which jointly models both the response accuracy and CoT length by introducing a key correlation parameter between the latent ability and the latent speed, and derives an efficient stochastic approximation Expectation-Maximization algorithm for parameter estimation.

Zhi-Yu Xu, Jia Liu, Yixin Wang et al. · 7 citations · ⚡2

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