diff --git a/frontend/dockerfile/dockerfile2llb/convert.go b/frontend/dockerfile/dockerfile2llb/convert.go
index 3664f3ad979f..2ff6edb25f02 100644
--- a/frontend/dockerfile/dockerfile2llb/convert.go
+++ b/frontend/dockerfile/dockerfile2llb/convert.go
@@ -276,10 +276,10 @@ func toDispatchState(ctx context.Context, dt []byte, opt ConvertOpt) (*dispatchS
 		// The `dockerfile.Warnings` *should* only contain warnings about empty continuation
 		// lines, but we'll check the warning message to be sure, so that we don't accidentally
 		// process warnings that are not related to empty continuation lines twice.
-		if warning.URL == linter.RuleNoEmptyContinuations.URL {
+		if warning.URL == linter.RuleNoEmptyContinuation.URL {
 			location := []parser.Range{*warning.Location}
-			msg := linter.RuleNoEmptyContinuations.Format()
-			lint.Run(&linter.RuleNoEmptyContinuations, location, msg)
+			msg := linter.RuleNoEmptyContinuation.Format()
+			lint.Run(&linter.RuleNoEmptyContinuation, location, msg)
 		}
 	}
 
diff --git a/frontend/dockerfile/dockerfile_lint_test.go b/frontend/dockerfile/dockerfile_lint_test.go
index 9a17d7178e5a..1e30ddacb3d4 100644
--- a/frontend/dockerfile/dockerfile_lint_test.go
+++ b/frontend/dockerfile/dockerfile_lint_test.go
@@ -25,7 +25,7 @@ import (
 var lintTests = integration.TestFuncs(
 	testRuleCheckOption,
 	testStageName,
-	testNoEmptyContinuations,
+	testNoEmptyContinuation,
 	testConsistentInstructionCasing,
 	testFileConsistentCommandCasing,
 	testDuplicateStageName,
@@ -237,7 +237,7 @@ from scratch as base2
 	})
 }
 
-func testNoEmptyContinuations(t *testing.T, sb integration.Sandbox) {
+func testNoEmptyContinuation(t *testing.T, sb integration.Sandbox) {
 	dockerfile := []byte(`
 FROM scratch
 # warning: empty continuation line
@@ -252,9 +252,9 @@ COPY Dockerfile \
 		Dockerfile: dockerfile,
 		Warnings: []expectedLintWarning{
 			{
-				RuleName:    "NoEmptyContinuations",
+				RuleName:    "NoEmptyContinuation",
 				Description: "Empty continuation lines will become errors in a future release",
-				URL:         "https://docs.docker.com/go/dockerfile/rule/no-empty-continuations/",
+				URL:         "https://docs.docker.com/go/dockerfile/rule/no-empty-continuation/",
 				Detail:      "Empty continuation line",
 				Level:       1,
 				Line:        6,
diff --git a/frontend/dockerfile/docs/rules/_index.md b/frontend/dockerfile/docs/rules/_index.md
index 6fcee3d1eff5..ab8e41d54e19 100644
--- a/frontend/dockerfile/docs/rules/_index.md
+++ b/frontend/dockerfile/docs/rules/_index.md
@@ -37,7 +37,7 @@ $ docker build --check .
       <td>The 'as' keyword should match the case of the 'from' keyword</td>
     </tr>
     <tr>
-      <td><a href="./no-empty-continuations.md">NoEmptyContinuations</a></td>
+      <td><a href="./no-empty-continuation.md">NoEmptyContinuation</a></td>
       <td>Empty continuation lines will become errors in a future release</td>
     </tr>
     <tr>
diff --git a/frontend/dockerfile/docs/rules/no-empty-continuations.md b/frontend/dockerfile/docs/rules/no-empty-continuation.md
similarity index 92%
rename from frontend/dockerfile/docs/rules/no-empty-continuations.md
rename to frontend/dockerfile/docs/rules/no-empty-continuation.md
index 78283cd47eaa..4636eabf5d7f 100644
--- a/frontend/dockerfile/docs/rules/no-empty-continuations.md
+++ b/frontend/dockerfile/docs/rules/no-empty-continuation.md
@@ -1,8 +1,8 @@
 ---
-title: NoEmptyContinuations
+title: NoEmptyContinuation
 description: Empty continuation lines will become errors in a future release
 aliases:
-  - /go/dockerfile/rule/no-empty-continuations/
+  - /go/dockerfile/rule/no-empty-continuation/
 ---
 
 ## Output
diff --git a/frontend/dockerfile/linter/docs/NoEmptyContinuations.md b/frontend/dockerfile/linter/docs/NoEmptyContinuation.md
similarity index 100%
rename from frontend/dockerfile/linter/docs/NoEmptyContinuations.md
rename to frontend/dockerfile/linter/docs/NoEmptyContinuation.md
diff --git a/frontend/dockerfile/linter/linter.go b/frontend/dockerfile/linter/linter.go
index 9a4de80e9a0a..bb33a14229b3 100644
--- a/frontend/dockerfile/linter/linter.go
+++ b/frontend/dockerfile/linter/linter.go
@@ -92,7 +92,7 @@ func (rule *LinterRule[F]) Run(warn LintWarnFunc, location []parser.Range, txt .
 }
 
 func LintFormatShort(rulename, msg string, startLine int) string {
-	return fmt.Sprintf("Lint Rule '%s': %s (line %d)", rulename, msg, startLine)
+	return fmt.Sprintf("%s: %s (line %d)", rulename, msg, startLine)
 }
 
 type LintWarnFunc func(rulename, description, url, fmtmsg string, location []parser.Range)
diff --git a/frontend/dockerfile/linter/ruleset.go b/frontend/dockerfile/linter/ruleset.go
index 6c26dd32f853..40b3b643cf39 100644
--- a/frontend/dockerfile/linter/ruleset.go
+++ b/frontend/dockerfile/linter/ruleset.go
@@ -21,10 +21,10 @@ var (
 			return fmt.Sprintf("'%s' and '%s' keywords' casing do not match", as, from)
 		},
 	}
-	RuleNoEmptyContinuations = LinterRule[func() string]{
-		Name:        "NoEmptyContinuations",
+	RuleNoEmptyContinuation = LinterRule[func() string]{
+		Name:        "NoEmptyContinuation",
 		Description: "Empty continuation lines will become errors in a future release",
-		URL:         "https://docs.docker.com/go/dockerfile/rule/no-empty-continuations/",
+		URL:         "https://docs.docker.com/go/dockerfile/rule/no-empty-continuation/",
 		Format: func() string {
 			return "Empty continuation line"
 		},
diff --git a/frontend/dockerfile/parser/parser.go b/frontend/dockerfile/parser/parser.go
index 8af3918acba4..99fdb961fdb3 100644
--- a/frontend/dockerfile/parser/parser.go
+++ b/frontend/dockerfile/parser/parser.go
@@ -338,7 +338,7 @@ func Parse(rwc io.Reader) (*Result, error) {
 			warnings = append(warnings, Warning{
 				Short:    "Empty continuation line found in: " + line,
 				Detail:   [][]byte{[]byte("Empty continuation lines will become errors in a future release")},
-				URL:      "https://docs.docker.com/go/dockerfile/rule/no-empty-continuations/",
+				URL:      "https://docs.docker.com/go/dockerfile/rule/no-empty-continuation/",
 				Location: &Range{Start: Position{Line: currentLine}, End: Position{Line: currentLine}},
 			})
 		}