diff --git a/web/app/components/app/configuration/dataset-config/params-config/config-content.tsx b/web/app/components/app/configuration/dataset-config/params-config/config-content.tsx
index d71d26bbed..683617bf25 100644
--- a/web/app/components/app/configuration/dataset-config/params-config/config-content.tsx
+++ b/web/app/components/app/configuration/dataset-config/params-config/config-content.tsx
@@ -32,6 +32,7 @@ import { RerankingModeEnum } from '@/models/datasets'
 import cn from '@/utils/classnames'
 import { useSelectedDatasetsMode } from '@/app/components/workflow/nodes/knowledge-retrieval/hooks'
 import Switch from '@/app/components/base/switch'
+import { useGetLanguage } from '@/context/i18n'
 
 type Props = {
   datasetConfigs: DatasetConfigs
@@ -43,6 +44,11 @@ type Props = {
   selectedDatasets?: DataSet[]
 }
 
+const LEGACY_LINK_MAP = {
+  en_US: 'https://docs.dify.ai/guides/knowledge-base/integrate-knowledge-within-application',
+  zh_Hans: 'https://docs.dify.ai/v/zh-hans/guides/knowledge-base/integrate_knowledge_within_application',
+} as Record<string, string>
+
 const ConfigContent: FC<Props> = ({
   datasetConfigs,
   onChange,
@@ -53,6 +59,7 @@ const ConfigContent: FC<Props> = ({
   selectedDatasets = [],
 }) => {
   const { t } = useTranslation()
+  const language = useGetLanguage()
   const selectedDatasetsMode = useSelectedDatasetsMode(selectedDatasets)
   const type = datasetConfigs.retrieval_model
   const setType = (value: RETRIEVE_TYPE) => {
@@ -167,7 +174,21 @@ const ConfigContent: FC<Props> = ({
           title={(
             <div className='flex items-center'>
               {t('appDebug.datasetConfig.retrieveOneWay.title')}
-              <TooltipPlus popupContent={<div className='w-[320px]'>{t('dataset.nTo1RetrievalLegacy')}</div>}>
+              <TooltipPlus
+                popupContent={(
+                  <div className='w-[320px]'>
+                    {t('dataset.nTo1RetrievalLegacy')}
+                    <a
+                      className='underline'
+                      href={LEGACY_LINK_MAP[language]}
+                      target='_blank'
+                      rel='noopener noreferrer'
+                    >
+                      ({t('dataset.nTo1RetrievalLegacyLink')})
+                    </a>
+                  </div>
+                )}
+              >
                 <div className='ml-1 flex items-center px-[5px] h-[18px] rounded-[5px] border border-text-accent-secondary system-2xs-medium-uppercase text-text-accent-secondary'>legacy</div>
               </TooltipPlus>
             </div>
diff --git a/web/hooks/use-knowledge.ts b/web/hooks/use-knowledge.ts
index 657acb3f51..400d9722de 100644
--- a/web/hooks/use-knowledge.ts
+++ b/web/hooks/use-knowledge.ts
@@ -8,7 +8,10 @@ export const useKnowledge = () => {
     return t(`dataset.indexingTechnique.${indexingTechnique}`)
   }, [t])
 
-  const formatIndexingMethod = useCallback((indexingMethod: string) => {
+  const formatIndexingMethod = useCallback((indexingMethod: string, isEco?: boolean) => {
+    if (isEco)
+      return t('dataset.indexingMethod.invertedIndex')
+
     return t(`dataset.indexingMethod.${indexingMethod}`)
   }, [t])
 
@@ -16,7 +19,7 @@ export const useKnowledge = () => {
     let result = formatIndexingTechnique(indexingTechnique)
 
     if (indexingMethod)
-      result += ` · ${formatIndexingMethod(indexingMethod)}`
+      result += ` · ${formatIndexingMethod(indexingMethod, indexingTechnique === 'economy')}`
 
     return result
   }, [formatIndexingTechnique, formatIndexingMethod])
diff --git a/web/i18n/en-US/dataset.ts b/web/i18n/en-US/dataset.ts
index 61ed3225e6..64fda36c10 100644
--- a/web/i18n/en-US/dataset.ts
+++ b/web/i18n/en-US/dataset.ts
@@ -53,6 +53,7 @@ const translation = {
     semantic_search: 'VECTOR',
     full_text_search: 'FULL TEXT',
     hybrid_search: 'HYBRID',
+    invertedIndex: 'INVERTED',
   },
   mixtureHighQualityAndEconomicTip: 'The Rerank model is required for mixture of high quality and economical knowledge bases.',
   inconsistentEmbeddingModelTip: 'The Rerank model is required if the Embedding models of the selected knowledge bases are inconsistent.',
@@ -67,7 +68,8 @@ const translation = {
     semantic: 'Semantic',
     keyword: 'Keyword',
   },
-  nTo1RetrievalLegacy: 'According to the optimization and upgrade of the retrieval strategy, N-to-1 retrieval will be officially deprecated in September. Until then you can still use it normally.',
+  nTo1RetrievalLegacy: 'N-to-1 retrieval will be officially deprecated from September. It is recommended to use the latest Multi-path retrieval to obtain better results. ',
+  nTo1RetrievalLegacyLink: 'Learn more',
 }
 
 export default translation
diff --git a/web/i18n/zh-Hans/dataset.ts b/web/i18n/zh-Hans/dataset.ts
index 1750c88ce3..1dd11c5c33 100644
--- a/web/i18n/zh-Hans/dataset.ts
+++ b/web/i18n/zh-Hans/dataset.ts
@@ -53,6 +53,7 @@ const translation = {
     semantic_search: '向量检索',
     full_text_search: '全文检索',
     hybrid_search: '混合检索',
+    invertedIndex: '倒排索引',
   },
   mixtureHighQualityAndEconomicTip: '混合使用高质量和经济型知识库需要配置 Rerank 模型。',
   inconsistentEmbeddingModelTip: '当所选知识库配置的 Embedding 模型不一致时，需要配置 Rerank 模型。',
@@ -67,7 +68,8 @@ const translation = {
     semantic: '语义',
     keyword: '关键词',
   },
-  nTo1RetrievalLegacy: '为了对检索策略进行优化和升级，N 选 1 检索功能将于九月份正式被优化。在此之前，您仍然可以正常使用该功能。',
+  nTo1RetrievalLegacy: '9 月 1 日起我们将不再提供此能力，推荐使用最新的多路召回获得更好的检索效果。',
+  nTo1RetrievalLegacyLink: '了解更多',
 }
 
 export default translation