diff --git a/frontend/src/pages/DataAnnotation/Annotate/LabelStudioTextEditor.tsx b/frontend/src/pages/DataAnnotation/Annotate/LabelStudioTextEditor.tsx
index 0cbec5a..f1bb4b6 100644
--- a/frontend/src/pages/DataAnnotation/Annotate/LabelStudioTextEditor.tsx
+++ b/frontend/src/pages/DataAnnotation/Annotate/LabelStudioTextEditor.tsx
@@ -63,6 +63,10 @@ type EditorTaskResponse = {
 
 type EditorTaskListResponse = {
   content?: EditorTaskListItem[];
+  totalElements?: number;
+  totalPages?: number;
+  page?: number;
+  size?: number;
 };
 
 type ExportPayload = {
@@ -76,6 +80,16 @@ type ExportPayload = {
 type SwitchDecision = "save" | "discard" | "cancel";
 
 const LSF_IFRAME_SRC = "/lsf/lsf.html";
+const TASK_PAGE_START = 0;
+const TASK_PAGE_SIZE = 200;
+
+type NormalizedTaskList = {
+  items: EditorTaskListItem[];
+  page: number;
+  size: number;
+  total: number;
+  totalPages: number;
+};
 
 const resolveSegmentIndex = (value: unknown) => {
   if (value === null || value === undefined) return undefined;
@@ -135,6 +149,41 @@ const buildAnnotationSnapshot = (annotation?: Record<string, unknown>) => {
 const buildSnapshotKey = (fileId: string, segmentIndex?: number) =>
   `${fileId}::${segmentIndex ?? "full"}`;
 
+const mergeTaskItems = (base: EditorTaskListItem[], next: EditorTaskListItem[]) => {
+  if (next.length === 0) return base;
+  const seen = new Set(base.map((item) => item.fileId));
+  const merged = [...base];
+  next.forEach((item) => {
+    if (seen.has(item.fileId)) return;
+    seen.add(item.fileId);
+    merged.push(item);
+  });
+  return merged;
+};
+
+const mergeTaskPages = (pages: EditorTaskListItem[][]) =>
+  pages.reduce((acc, page) => mergeTaskItems(acc, page), []);
+
+const normalizeTaskListResponse = (
+  response: ApiResponse<EditorTaskListResponse> | null | undefined,
+  fallbackPage: number,
+): NormalizedTaskList => {
+  const content = response?.data?.content;
+  const items = Array.isArray(content) ? content : [];
+  const size = response?.data?.size ?? TASK_PAGE_SIZE;
+  const total = response?.data?.totalElements ?? items.length;
+  const totalPages =
+    response?.data?.totalPages ?? (size > 0 ? Math.ceil(total / size) : 0);
+  const page = response?.data?.page ?? fallbackPage;
+  return {
+    items,
+    page,
+    size,
+    total,
+    totalPages,
+  };
+};
+
 export default function LabelStudioTextEditor() {
   const { projectId = "" } = useParams();
   const navigate = useNavigate();
@@ -163,6 +212,10 @@ export default function LabelStudioTextEditor() {
   const [lsReady, setLsReady] = useState(false);
   const [project, setProject] = useState<EditorProjectInfo | null>(null);
   const [tasks, setTasks] = useState<EditorTaskListItem[]>([]);
+  const [taskPage, setTaskPage] = useState(TASK_PAGE_START);
+  const [taskTotal, setTaskTotal] = useState(0);
+  const [taskTotalPages, setTaskTotalPages] = useState(0);
+  const [loadingMore, setLoadingMore] = useState(false);
   const [selectedFileId, setSelectedFileId] = useState<string>("");
   const [sidebarCollapsed, setSidebarCollapsed] = useState(false);
   const [autoSaveOnSwitch, setAutoSaveOnSwitch] = useState(false);
@@ -205,31 +258,89 @@ export default function LabelStudioTextEditor() {
     }
   }, [message, projectId]);
 
-  const loadTasks = useCallback(async (silent = false) => {
+  const updateTaskSelection = useCallback((items: EditorTaskListItem[]) => {
+    const defaultFileId =
+      items.find((item) => !item.hasAnnotation)?.fileId || items[0]?.fileId || "";
+    setSelectedFileId((prev) => {
+      if (prev && items.some((item) => item.fileId === prev)) return prev;
+      return defaultFileId;
+    });
+  }, []);
+
+  const loadTasks = useCallback(async (options?: {
+    mode?: "reset" | "append" | "refresh";
+    silent?: boolean;
+  }) => {
     if (!projectId) return;
-    if (!silent) setLoadingTasks(true);
+    const mode = options?.mode ?? "reset";
+    const silent = options?.silent ?? false;
+    if (mode === "append" && taskTotalPages > 0 && taskPage + 1 >= taskTotalPages) {
+      return;
+    }
+    if (mode === "append") {
+      setLoadingMore(true);
+    } else if (!silent) {
+      setLoadingTasks(true);
+    }
     try {
+      if (mode === "refresh") {
+        const firstResp = (await listEditorTasksUsingGet(projectId, {
+          page: TASK_PAGE_START,
+          size: TASK_PAGE_SIZE,
+        })) as ApiResponse<EditorTaskListResponse>;
+        const firstNormalized = normalizeTaskListResponse(firstResp, TASK_PAGE_START);
+        const lastPage = Math.min(
+          taskPage,
+          Math.max(firstNormalized.totalPages - 1, TASK_PAGE_START),
+        );
+        const pages: EditorTaskListItem[][] = [firstNormalized.items];
+        for (let page = TASK_PAGE_START + 1; page <= lastPage; page += 1) {
+          const resp = (await listEditorTasksUsingGet(projectId, {
+            page,
+            size: TASK_PAGE_SIZE,
+          })) as ApiResponse<EditorTaskListResponse>;
+          const normalized = normalizeTaskListResponse(resp, page);
+          pages.push(normalized.items);
+        }
+        const mergedItems = mergeTaskPages(pages);
+        setTasks(mergedItems);
+        setTaskPage(lastPage);
+        setTaskTotal(firstNormalized.total);
+        setTaskTotalPages(firstNormalized.totalPages);
+        updateTaskSelection(mergedItems);
+        return;
+      }
+
+      const nextPage = mode === "append" ? taskPage + 1 : TASK_PAGE_START;
       const resp = (await listEditorTasksUsingGet(projectId, {
-        page: 0,
-        size: 200,
+        page: nextPage,
+        size: TASK_PAGE_SIZE,
       })) as ApiResponse<EditorTaskListResponse>;
-      const content = resp?.data?.content || [];
-      const items = Array.isArray(content) ? content : [];
-      setTasks(items);
-      const defaultFileId =
-        items.find((item) => !item.hasAnnotation)?.fileId || items[0]?.fileId || "";
-      setSelectedFileId((prev) => {
-        if (prev && items.some((item) => item.fileId === prev)) return prev;
-        return defaultFileId;
-      });
+      const normalized = normalizeTaskListResponse(resp, nextPage);
+      const nextItems =
+        mode === "append" ? mergeTaskItems(tasks, normalized.items) : normalized.items;
+      setTasks(nextItems);
+      setTaskPage(normalized.page);
+      setTaskTotal(normalized.total);
+      setTaskTotalPages(normalized.totalPages);
+      updateTaskSelection(nextItems);
     } catch (e) {
       console.error(e);
-      if (!silent) message.error("获取文件列表失败");
-      setTasks([]);
+      if (!silent && mode !== "append") message.error("获取文件列表失败");
+      if (mode === "reset") {
+        setTasks([]);
+        setTaskPage(TASK_PAGE_START);
+        setTaskTotal(0);
+        setTaskTotalPages(0);
+      }
     } finally {
-      if (!silent) setLoadingTasks(false);
+      if (mode === "append") {
+        setLoadingMore(false);
+      } else if (!silent) {
+        setLoadingTasks(false);
+      }
     }
-  }, [message, projectId]);
+  }, [message, projectId, taskPage, taskTotalPages, tasks, updateTaskSelection]);
 
   const initEditorForFile = useCallback(async (fileId: string, segmentIdx?: number) => {
     if (!project?.supported) return;
@@ -397,7 +508,7 @@ export default function LabelStudioTextEditor() {
         segmentIndex,
       });
       message.success("标注已保存");
-      await loadTasks(true);
+      await loadTasks({ mode: "refresh", silent: true });
 
       const snapshotKey = buildSnapshotKey(String(fileId), segmentIndex);
       const snapshot = buildAnnotationSnapshot(isRecord(annotation) ? annotation : undefined);
@@ -580,6 +691,10 @@ export default function LabelStudioTextEditor() {
     setIframeReady(false);
     setProject(null);
     setTasks([]);
+    setTaskPage(TASK_PAGE_START);
+    setTaskTotal(0);
+    setTaskTotalPages(0);
+    setLoadingMore(false);
     setSelectedFileId("");
     initSeqRef.current = 0;
     setLsReady(false);
@@ -599,7 +714,7 @@ export default function LabelStudioTextEditor() {
 
   useEffect(() => {
     if (!project?.supported) return;
-    loadTasks();
+    loadTasks({ mode: "reset" });
   }, [project?.supported, loadTasks]);
 
   useEffect(() => {
@@ -731,6 +846,25 @@ export default function LabelStudioTextEditor() {
     return () => window.removeEventListener("message", handler);
   }, [message, origin, saveFromExport]);
 
+  const canLoadMore = taskTotalPages > 0 && taskPage + 1 < taskTotalPages;
+  const loadMoreNode = canLoadMore ? (
+    <div className="p-2 text-center">
+      <Button
+        size="small"
+        loading={loadingMore}
+        disabled={loadingTasks}
+        onClick={() => loadTasks({ mode: "append" })}
+      >
+        加载更多
+      </Button>
+      {taskTotal > 0 && (
+        <Typography.Text type="secondary" style={{ fontSize: 10, marginLeft: 8 }}>
+          已加载 {tasks.length}/{taskTotal}
+        </Typography.Text>
+      )}
+    </div>
+  ) : null;
+
   if (loadingProject) {
     return (
       <div className="h-full flex items-center justify-center">
@@ -786,7 +920,11 @@ export default function LabelStudioTextEditor() {
           </Typography.Title>
         </div>
         <div className="flex items-center gap-2">
-          <Button icon={<ReloadOutlined />} loading={loadingTasks} onClick={() => loadTasks()}>
+          <Button
+            icon={<ReloadOutlined />}
+            loading={loadingTasks}
+            onClick={() => loadTasks({ mode: "reset" })}
+          >
             刷新
           </Button>
           <Button
@@ -816,6 +954,7 @@ export default function LabelStudioTextEditor() {
               loading={loadingTasks}
               size="small"
               dataSource={tasks}
+              loadMore={loadMoreNode}
               renderItem={(item) => (
                 <List.Item
                   key={item.fileId}
diff --git a/runtime/datamate-python/app/module/annotation/service/editor.py b/runtime/datamate-python/app/module/annotation/service/editor.py
index b74fb1e..ea93627 100644
--- a/runtime/datamate-python/app/module/annotation/service/editor.py
+++ b/runtime/datamate-python/app/module/annotation/service/editor.py
@@ -18,7 +18,7 @@ import hashlib
 import json
 import xml.etree.ElementTree as ET
 from fastapi import HTTPException
-from sqlalchemy import func, select
+from sqlalchemy import case, func, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from app.core.config import settings
@@ -420,38 +420,34 @@ class AnnotationEditorService:
         )
         total = int(count_result.scalar() or 0)
 
+        annotated_sort_key = case(
+            (AnnotationResult.id.isnot(None), 1),
+            else_=0,
+        )
         files_result = await self.db.execute(
-            select(DatasetFiles)
+            select(DatasetFiles, AnnotationResult.id, AnnotationResult.updated_at)
+            .outerjoin(
+                AnnotationResult,
+                (AnnotationResult.file_id == DatasetFiles.id)
+                & (AnnotationResult.project_id == project_id),
+            )
             .where(DatasetFiles.dataset_id == project.dataset_id)
-            .order_by(DatasetFiles.created_at.desc())
+            .order_by(annotated_sort_key.asc(), DatasetFiles.created_at.desc())
             .offset(page * size)
             .limit(size)
         )
-        files = files_result.scalars().all()
-
-        file_ids = [str(f.id) for f in files]  # type: ignore[arg-type]
-        updated_map: Dict[str, datetime] = {}
-        if file_ids:
-            ann_result = await self.db.execute(
-                select(AnnotationResult.file_id, AnnotationResult.updated_at).where(
-                    AnnotationResult.project_id == project_id,
-                    AnnotationResult.file_id.in_(file_ids),
-                )
-            )
-            for file_id, updated_at in ann_result.all():
-                if file_id and updated_at:
-                    updated_map[str(file_id)] = updated_at
+        rows = files_result.all()
 
         items: List[EditorTaskListItem] = []
-        for f in files:
-            fid = str(f.id)  # type: ignore[arg-type]
+        for file_record, annotation_id, annotation_updated_at in rows:
+            fid = str(file_record.id)  # type: ignore[arg-type]
             items.append(
                 EditorTaskListItem(
                     fileId=fid,
-                    fileName=str(getattr(f, "file_name", "")),
-                    fileType=getattr(f, "file_type", None),
-                    hasAnnotation=fid in updated_map,
-                    annotationUpdatedAt=updated_map.get(fid),
+                    fileName=str(getattr(file_record, "file_name", "")),
+                    fileType=getattr(file_record, "file_type", None),
+                    hasAnnotation=annotation_id is not None,
+                    annotationUpdatedAt=annotation_updated_at,
                 )
             )