DOC additional fixes what's new 1.1.1 (scikit-learn#23417)

doc/whats_new/v1.1.rst

@@ -16,7 +16,7 @@ Changelog
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 - |Fix| Avoid timeouts in :func:`datasets.fetch_openml` by not passing a
-  `timeout` argument, :pr:`23358` by `Loïc Estève <lesteve>`.
+  `timeout` argument, :pr:`23358` by :user:`Loïc Estève <lesteve>`.
 
 :mod:`sklearn.decomposition`
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@@ -34,7 +34,7 @@ Changelog
 :mod:`sklearn.metrics`
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-- |Fix| Fixes `metrics.precision_recall_curve` to compute precision-recall at 100%
+- |Fix| Fixes :func:`metrics.precision_recall_curve` to compute precision-recall at 100%
   recall. The Precision-Recall curve now displays the last point corresponding to a
   classifier that always predicts the positive class: recall=100% and
   precision=class balance.