Yixin Wang

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.