diff --git a/src/locales/en-US/models.ts b/src/locales/en-US/models.ts
index 3f3c0cbd..204c5318 100644
--- a/src/locales/en-US/models.ts
+++ b/src/locales/en-US/models.ts
@@ -227,11 +227,11 @@ export default {
   'models.form.ngramMaxMatchLength': 'N-gram Maximum Match Length',
   'models.form.mode.throughput': 'High-Throughput',
   'models.form.mode.latency': 'Low-Latency',
-  'models.form.mode.reference': 'Reference',
+  'models.form.mode.baseline': 'Baseline',
   'models.form.mode.throughput.tips':
     'optimized for high throughput under high request concurrency.',
   'models.form.mode.latency.tips':
     'optimized for low latency under low request concurrency.',
-  'models.form.mode.reference.tips':
+  'models.form.mode.baseline.tips':
     'Runs at full (original) precision and prioritizes compatibility.'
 };
diff --git a/src/locales/ja-JP/models.ts b/src/locales/ja-JP/models.ts
index 7a04de0c..6afe2b7d 100644
--- a/src/locales/ja-JP/models.ts
+++ b/src/locales/ja-JP/models.ts
@@ -227,12 +227,12 @@ export default {
   'models.form.ngramMaxMatchLength': 'N-gram Maximum Match Length',
   'models.form.mode.throughput': 'Throughput',
   'models.form.mode.latency': 'Latency',
-  'models.form.mode.reference': 'Reference',
+  'models.form.mode.baseline': 'Baseline',
   'models.form.mode.throughput.tips':
     'optimized for high throughput under high request concurrency.',
   'models.form.mode.latency.tips':
     'optimized for low latency under low request concurrency.',
-  'models.form.mode.reference.tips':
+  'models.form.mode.baseline.tips':
     'the most compatible option with full precision.'
 };
 
@@ -294,9 +294,9 @@ export default {
 // 38. 'models.form.ngramMaxMatchLength': 'N-gram Maximum Match Length',
 // 39. 'models.form.mode.throughput': 'Throughput',
 // 40. 'models.form.mode.latency': 'Latency',
-// 41. 'models.form.mode.reference': 'Reference',
+// 41. 'models.form.mode.baseline': 'Baseline',
 // 42. 'models.form.mode.throughput.tips': 'optimized for high throughput under high request concurrency.',
 // 43. 'models.form.mode.latency.tips': 'optimized for low latency under low request concurrency.',
-// 44. 'models.form.mode.reference.tips': 'the most compatible option with full precision
+// 44. 'models.form.mode.baseline.tips': 'the most compatible option with full precision
 
 // ========== End of To-Do List ==========
diff --git a/src/locales/ru-RU/models.ts b/src/locales/ru-RU/models.ts
index 0d4be6d4..35abe84b 100644
--- a/src/locales/ru-RU/models.ts
+++ b/src/locales/ru-RU/models.ts
@@ -227,12 +227,12 @@ export default {
   'models.form.ngramMaxMatchLength': 'N-gram Maximum Match Length',
   'models.form.mode.throughput': 'Throughput',
   'models.form.mode.latency': 'Latency',
-  'models.form.mode.reference': 'Reference',
+  'models.form.mode.baseline': 'Baseline',
   'models.form.mode.throughput.tips':
     'optimized for high throughput under high request concurrency.',
   'models.form.mode.latency.tips':
     'optimized for low latency under low request concurrency.',
-  'models.form.mode.reference.tips':
+  'models.form.mode.baseline.tips':
     'the most compatible option with full precision.'
 };
 
@@ -257,8 +257,8 @@ export default {
 // 30. 'models.form.ngramMaxMatchLength': 'N-gram Maximum Match Length',
 // 31. 'models.form.mode.throughput': 'Throughput',
 // 32. 'models.form.mode.latency': 'Latency',
-// 33. 'models.form.mode.reference': 'Reference',
+// 33. 'models.form.mode.baseline': 'Baseline',
 // 34. 'models.form.mode.throughput.tips': 'optimized for high throughput under high request concurrency.',
 // 35. 'models.form.mode.latency.tips': 'optimized for low latency under low request concurrency.',
-// 36. 'models.form.mode.reference.tips': 'the most compatible option with full precision.'
+// 36. 'models.form.mode.baseline.tips': 'the most compatible option with full precision.'
 // ========== End of To-Do List ==========
diff --git a/src/locales/zh-CN/models.ts b/src/locales/zh-CN/models.ts
index 71176467..8cc1a5cb 100644
--- a/src/locales/zh-CN/models.ts
+++ b/src/locales/zh-CN/models.ts
@@ -217,9 +217,8 @@ export default {
   'models.form.ngramMaxMatchLength': 'N-gram 最大匹配长度',
   'models.form.mode.throughput': '高吞吐',
   'models.form.mode.latency': '低延迟',
-  'models.form.mode.reference': '参考',
+  'models.form.mode.baseline': '标准',
   'models.form.mode.throughput.tips': '在高并发请求下优化吞吐性能。',
   'models.form.mode.latency.tips': '在低并发请求下优化响应延迟。',
-  'models.form.mode.reference.tips':
-    '以完整（原始）精度运行，并优先保证兼容性。'
+  'models.form.mode.baseline.tips': '以完整（原始）精度运行，并优先保证兼容性。'
 };
diff --git a/src/pages/llmodels/components/deploy-builtin-modal.tsx b/src/pages/llmodels/components/deploy-builtin-modal.tsx
index 3ce53104..98d1f4bb 100644
--- a/src/pages/llmodels/components/deploy-builtin-modal.tsx
+++ b/src/pages/llmodels/components/deploy-builtin-modal.tsx
@@ -27,13 +27,13 @@ import CompatibilityAlert from './compatible-alert';
 
 const ModesMap: Record<string, string> = {
   latency: 'models.form.mode.latency',
-  reference: 'models.form.mode.reference',
+  baseline: 'models.form.mode.baseline',
   throughput: 'models.form.mode.throughput'
 };
 
 const ModesTipsMap: Record<string, string> = {
   latency: 'models.form.mode.latency.tips',
-  reference: 'models.form.mode.reference.tips',
+  baseline: 'models.form.mode.baseline.tips',
   throughput: 'models.form.mode.throughput.tips'
 };
 
diff --git a/src/pages/llmodels/forms/performance.tsx b/src/pages/llmodels/forms/performance.tsx
index 820a8fa8..aa367749 100644
--- a/src/pages/llmodels/forms/performance.tsx
+++ b/src/pages/llmodels/forms/performance.tsx
@@ -1,6 +1,5 @@
 import AutoTooltip from '@/components/auto-tooltip';
 import SealSelect from '@/components/seal-form/seal-select';
-import TooltipList from '@/components/tooltip-list';
 import { useIntl } from '@umijs/max';
 import { Form, Select } from 'antd';
 import React from 'react';
@@ -26,10 +25,10 @@ const modeTipsList = [
   },
   {
     title: {
-      text: 'models.form.mode.reference',
+      text: 'models.form.mode.baseline',
       locale: true
     },
-    tips: 'models.form.mode.reference.tips'
+    tips: 'models.form.mode.baseline.tips'
   }
 ];
 
@@ -46,7 +45,6 @@ const Performance: React.FC = () => {
         <Form.Item name="mode">
           <SealSelect
             onChange={onModeChange}
-            description={<TooltipList list={modeTipsList}></TooltipList>}
             label={intl.formatMessage({ id: 'models.form.mode' })}
           >
             {modeList?.map((item: any) => (