from torchmetrics.text.rouge import ROUGEScore
metric = ROUGEScore()
preds = "My name is John"
target = "Is your name John"
values = [ ]
for _ in range(10):
    values.append(metric(preds, target))
fig_, ax_ = metric.plot(values)