diff --git a/routers/web/user/notification.go b/routers/web/user/notification.go
index aaf9d435c0..cf61b0a2f2 100644
--- a/routers/web/user/notification.go
+++ b/routers/web/user/notification.go
@@ -15,6 +15,7 @@ import (
 	repo_model "code.gitea.io/gitea/models/repo"
 	"code.gitea.io/gitea/models/unit"
 	"code.gitea.io/gitea/modules/base"
+	"code.gitea.io/gitea/modules/container"
 	"code.gitea.io/gitea/modules/log"
 	"code.gitea.io/gitea/modules/optional"
 	"code.gitea.io/gitea/modules/setting"
@@ -128,7 +129,9 @@ func prepareUserNotificationsData(ctx *context.Context) {
 	ctx.Data["Notifications"] = notifications
 	ctx.Data["Link"] = setting.AppSubURL + "/notifications"
 	ctx.Data["SequenceNumber"] = ctx.FormString("sequence-number")
+
 	pager.AddParamFromRequest(ctx.Req)
+	pager.RemoveParam(container.SetOf("div-only", "sequence-number"))
 	ctx.Data["Page"] = pager
 }
 
diff --git a/services/context/pagination.go b/services/context/pagination.go
index 2a9805db05..21efab8b12 100644
--- a/services/context/pagination.go
+++ b/services/context/pagination.go
@@ -8,8 +8,10 @@ import (
 	"html/template"
 	"net/http"
 	"net/url"
+	"slices"
 	"strings"
 
+	"code.gitea.io/gitea/modules/container"
 	"code.gitea.io/gitea/modules/paginator"
 )
 
@@ -49,6 +51,14 @@ func (p *Pagination) AddParamFromRequest(req *http.Request) {
 	p.AddParamFromQuery(req.URL.Query())
 }
 
+func (p *Pagination) RemoveParam(keys container.Set[string]) {
+	p.urlParams = slices.DeleteFunc(p.urlParams, func(s string) bool {
+		k, _, _ := strings.Cut(s, "=")
+		k, _ = url.QueryUnescape(k)
+		return keys.Contains(k)
+	})
+}
+
 // GetParams returns the configured URL params
 func (p *Pagination) GetParams() template.URL {
 	return template.URL(strings.Join(p.urlParams, "&"))
diff --git a/services/context/pagination_test.go b/services/context/pagination_test.go
new file mode 100644
index 0000000000..78359caa09
--- /dev/null
+++ b/services/context/pagination_test.go
@@ -0,0 +1,35 @@
+// Copyright 2026 The Gitea Authors. All rights reserved.
+// SPDX-License-Identifier: MIT
+
+package context
+
+import (
+	"net/url"
+	"testing"
+
+	"code.gitea.io/gitea/modules/container"
+
+	"github.com/stretchr/testify/assert"
+)
+
+func TestPagination(t *testing.T) {
+	p := NewPagination(1, 1, 1, 1)
+	params := url.Values{}
+	params.Add("k1", "11")
+	params.Add("k1", "12")
+	params.Add("k", "a")
+	params.Add("k", "b")
+	params.Add("k2", "21")
+	params.Add("k2", "22")
+	params.Add("foo", "bar")
+
+	p.AddParamFromQuery(params)
+	v, _ := url.ParseQuery(string(p.GetParams()))
+	assert.Equal(t, params, v)
+
+	p.RemoveParam(container.SetOf("k", "foo"))
+	params.Del("k")
+	params.Del("foo")
+	v, _ = url.ParseQuery(string(p.GetParams()))
+	assert.Equal(t, params, v)
+}