the second turn in 10 where USER changes the amount, the responsibility of the agent is compounded by the fact that in addition to understanding the compressed turn, it has to reason about an unseen context pattern.
the context also contains a form of turn that the agent has never seen during training, which is the first turn compression of the second example in Table 10.