diff --git a/backend/src/main/kotlin/com/wrbug/polymarketbot/service/backtest/BacktestExecutionService.kt b/backend/src/main/kotlin/com/wrbug/polymarketbot/service/backtest/BacktestExecutionService.kt
index 9bca058..81db5b9 100644
--- a/backend/src/main/kotlin/com/wrbug/polymarketbot/service/backtest/BacktestExecutionService.kt
+++ b/backend/src/main/kotlin/com/wrbug/polymarketbot/service/backtest/BacktestExecutionService.kt
@@ -554,11 +554,12 @@ class BacktestExecutionService(
 
                 balance += settlementValue
 
+                val marketTitle = marketService.getMarket(position.marketId)?.title ?: ""
                 val settlementTrade = BacktestTrade(
                     backtestTaskId = task.id!!,
                     tradeTime = currentTime,
                     marketId = position.marketId,
-                    marketTitle = "",
+                    marketTitle = marketTitle,
                     side = "SETTLEMENT",
                     outcome = when {
                         settlementPrice == BigDecimal.ONE -> "WIN"
@@ -611,11 +612,12 @@ class BacktestExecutionService(
 
             balance += settlementValue
 
+            val marketTitle = marketService.getMarket(position.marketId)?.title ?: ""
             val closedTrade = BacktestTrade(
                 backtestTaskId = task.id!!,
                 tradeTime = currentTime,
                 marketId = position.marketId,
-                marketTitle = "",
+                marketTitle = marketTitle,
                 side = "SETTLEMENT",
                 outcome = "CLOSED",
                 outcomeIndex = position.outcomeIndex,
diff --git a/frontend/src/pages/BacktestList.tsx b/frontend/src/pages/BacktestList.tsx
index a9ed723..302765f 100644
--- a/frontend/src/pages/BacktestList.tsx
+++ b/frontend/src/pages/BacktestList.tsx
@@ -53,9 +53,9 @@ const BacktestList: React.FC = () => {
   const [detailTradesPage, setDetailTradesPage] = useState(1)
   const [detailTradesSize] = useState(20)
 
-  // 获取回测任务列表
-  const fetchTasks = async () => {
-    setLoading(true)
+  // 获取回测任务列表（silent 为 true 时不显示 loading，用于轮询刷新）
+  const fetchTasks = async (silent = false) => {
+    if (!silent) setLoading(true)
     try {
       const request: BacktestListRequest = {
         leaderId: leaderIdFilter,
@@ -69,14 +69,14 @@ const BacktestList: React.FC = () => {
       if (response.data.code === 0 && response.data.data) {
         setTasks(response.data.data.list)
         setTotal(response.data.data.total)
-      } else {
+      } else if (!silent) {
         message.error(response.data.msg || t('backtest.fetchTasksFailed'))
       }
     } catch (error) {
       console.error('Failed to fetch backtest tasks:', error)
-      message.error(t('backtest.fetchTasksFailed'))
+      if (!silent) message.error(t('backtest.fetchTasksFailed'))
     } finally {
-      setLoading(false)
+      if (!silent) setLoading(false)
     }
   }
 
@@ -84,6 +84,16 @@ const BacktestList: React.FC = () => {
     fetchTasks()
   }, [page, statusFilter, leaderIdFilter, sortBy, sortOrder])
 
+  // 存在非终态任务（PENDING/RUNNING）时每 3s 轮询刷新进度
+  const hasNonTerminalTask = tasks.some(
+    (task) => task.status === 'PENDING' || task.status === 'RUNNING'
+  )
+  useEffect(() => {
+    if (!hasNonTerminalTask) return
+    const timer = setInterval(() => fetchTasks(true), 3000)
+    return () => clearInterval(timer)
+  }, [hasNonTerminalTask, page, statusFilter, leaderIdFilter, sortBy, sortOrder])
+
   // 刷新
   const handleRefresh = () => {
     fetchTasks()