diff --git a/dvc/scm/git/backend/dulwich/__init__.py b/dvc/scm/git/backend/dulwich/__init__.py
index 6a4913e2cb..e856e2d50c 100644
--- a/dvc/scm/git/backend/dulwich/__init__.py
+++ b/dvc/scm/git/backend/dulwich/__init__.py
@@ -326,6 +326,7 @@ def set_ref(
             raise SCMError(f"Failed to set '{name}'")
 
     def get_ref(self, name, follow: bool = True) -> Optional[str]:
+        from dulwich.objects import Tag
         from dulwich.refs import parse_symref_value
 
         name_b = os.fsencode(name)
@@ -342,6 +343,8 @@ def get_ref(self, name, follow: bool = True) -> Optional[str]:
             except ValueError:
                 pass
         if ref:
+            if isinstance(self.repo[ref], Tag):
+                ref = self.repo.get_peeled(name_b)
             return os.fsdecode(ref)
         return None
 
diff --git a/tests/func/experiments/test_show.py b/tests/func/experiments/test_show.py
index 1aa6cdcd81..dfe0b52405 100644
--- a/tests/func/experiments/test_show.py
+++ b/tests/func/experiments/test_show.py
@@ -348,6 +348,38 @@ def test_show_multiple_commits(tmp_dir, scm, dvc, exp_stage):
     assert set(results.keys()) == expected
 
 
+def test_show_tags(tmp_dir, scm, dvc):
+    tmp_dir.scm_gen("file", "1", "commit")
+    scm.tag("light")
+    rev = scm.get_rev()
+
+    show = dvc.experiments.show(all_tags=True)
+    assert show[rev]["baseline"]["data"]["name"] == "light"
+
+    tmp_dir.scm_gen("file", "2", "commit")
+    scm.tag(["-a", "annot", "-m", ""])
+    rev = scm.get_rev()
+
+    show = dvc.experiments.show(all_tags=True)
+    assert show[rev]["baseline"]["data"]["name"] == "annot"
+
+    tmp_dir.scm_gen("file", "3", "commit")
+    scm.tag(["-a", "annotated", "-m", ""])
+    scm.tag(["-a", "pointer", "-m", "", "annotated"])
+    rev = scm.get_rev()
+
+    show = dvc.experiments.show(all_tags=True)
+    assert show[rev]["baseline"]["data"]["name"] == "pointer"
+
+    tmp_dir.scm_gen("file", "3", "commit")
+    scm.tag(["-a", "foo", "-m", ""])
+    scm.tag(["-a", "stacked", "-m", ""])
+    rev = scm.get_rev()
+
+    show = dvc.experiments.show(all_tags=True)
+    assert show[rev]["baseline"]["data"]["name"] == "foo"
+
+
 def test_show_sort(tmp_dir, scm, dvc, exp_stage, caplog):
     with caplog.at_level(logging.ERROR):
         assert main(["exp", "show", "--no-pager", "--sort-by=bar"]) != 0