Update release readme.md (#436)

Don't start search on page 2, make link nicer looking
diff --git a/dev/release/README.md b/dev/release/README.md
index d3640b7..25afab2 100644
--- a/dev/release/README.md
+++ b/dev/release/README.md
@@ -256,7 +256,7 @@
 1. [`cherry-picked`](https://github.com/apache/arrow-rs/labels/cherry-picked) for PRs that have been cherry-picked/backported to `active_release`
 2. [`release-cherry-pick`](https://github.com/apache/arrow-rs/labels/release-cherry-pick) for the PRs that are the cherry pick
 
-You can find candidates to cherry pick using this filter: https://github.com/apache/arrow-rs/pulls?page=2&q=is%3Apr+is%3Aclosed+-label%3Arelease-cherry-pick+-label%3Acherry-picked
+You can find candidates to cherry pick using [this filter](https://github.com/apache/arrow-rs/pulls?q=is%3Apr+is%3Aclosed+-label%3Arelease-cherry-pick+-label%3Acherry-picked)
 
 ## Rationale for creating PRs: