From dc5b009ee252946f95d46b83c2cef36d252b7b6a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?J=C3=A9r=C3=A9mie=20du=20Boisberranger?=
 <34657725+jeremiedbb@users.noreply.github.com>
Date: Thu, 19 May 2022 11:38:57 +0200
Subject: [PATCH] DOC additional fixes what's new 1.1.1 (#23417)

---
 doc/whats_new/v1.1.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/whats_new/v1.1.rst b/doc/whats_new/v1.1.rst
index 5ba8d78657d0f..ee0b80d743090 100644
--- a/doc/whats_new/v1.1.rst
+++ b/doc/whats_new/v1.1.rst
@@ -16,7 +16,7 @@ Changelog
 .......................
 
 - |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`
 ............................
@@ -34,7 +34,7 @@ Changelog
 :mod:`sklearn.metrics`
 ......................
 
-- |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.