module-based

README.md

@@ -257,7 +257,7 @@ print(my_metric(preds, target))
 
 ### Functional metrics
 
-Similar to [`torch.nn`](https://pytorch.org/docs/stable/nn.html), most metrics have both a [module-based](https://lightning.ai/docs/torchmetrics/latest/references/modules.html) and a [functional](https://lightning.ai/docs/torchmetrics/latest/references/functional.html) version.
+Similar to [`torch.nn`](https://pytorch.org/docs/stable/nn.html), most metrics have both a [module-based](https://lightning.ai/docs/torchmetrics/stable/references/metric.html) and functional version.
 The functional versions are simple python functions that as input take [torch.tensors](https://pytorch.org/docs/stable/tensors.html) and return the corresponding metric as a [torch.tensor](https://pytorch.org/docs/stable/tensors.html).
 
 ```python