Detailed Instructions: In this task, you will be presented with a context from an academic paper and a question separated with a
. You have to answer the question based on the context.
Problem:We defined the reward as being 1 for successfully completing the task, and 0 otherwise. A discount of $0.95$ was used to incentivize the system to complete dialogs faster rather than slower, yielding return 0 for failed dialogs, and $G = 0.95^{T-1}$ for successful dialogs, where $T$ is the number of system turns in the dialog. 0.95^{T-1} reward 0.95^{T-1}
Question: What is the reward model for the reinforcement learning appraoch?
Solution:
reward 1 for successfully completing the task, with a discount by the number of turns, and reward 0 when fail