diff --git a/web/app/components/evaluation/__tests__/index.spec.tsx b/web/app/components/evaluation/__tests__/index.spec.tsx
index 350543121f..286d4cac68 100644
--- a/web/app/components/evaluation/__tests__/index.spec.tsx
+++ b/web/app/components/evaluation/__tests__/index.spec.tsx
@@ -11,7 +11,7 @@ const mockUseDefaultEvaluationMetrics = vi.hoisted(() => vi.fn())
 const mockUseEvaluationConfig = vi.hoisted(() => vi.fn())
 const mockUseSaveEvaluationConfigMutation = vi.hoisted(() => vi.fn())
 const mockUseStartEvaluationRunMutation = vi.hoisted(() => vi.fn())
-const mockUseEvaluationTemplateColumnsMutation = vi.hoisted(() => vi.fn())
+const mockUseEvaluationTemplateColumns = vi.hoisted(() => vi.fn())
 const mockUsePublishedPipelineInfo = vi.hoisted(() => vi.fn())
 const mockUseSnippetPublishedWorkflow = vi.hoisted(() => vi.fn())
 
@@ -56,7 +56,7 @@ vi.mock('@/service/use-evaluation', () => ({
   useDefaultEvaluationMetrics: (...args: unknown[]) => mockUseDefaultEvaluationMetrics(...args),
   useSaveEvaluationConfigMutation: (...args: unknown[]) => mockUseSaveEvaluationConfigMutation(...args),
   useStartEvaluationRunMutation: (...args: unknown[]) => mockUseStartEvaluationRunMutation(...args),
-  useEvaluationTemplateColumnsMutation: (...args: unknown[]) => mockUseEvaluationTemplateColumnsMutation(...args),
+  useEvaluationTemplateColumns: (...args: unknown[]) => mockUseEvaluationTemplateColumns(...args),
 }))
 
 vi.mock('@/service/use-pipeline', () => ({
@@ -172,9 +172,17 @@ describe('Evaluation', () => {
       isPending: false,
       mutate: vi.fn(),
     })
-    mockUseEvaluationTemplateColumnsMutation.mockReturnValue({
+    mockUseEvaluationTemplateColumns.mockReturnValue({
+      data: {
+        columns: [
+          { name: 'index', type: 'number' },
+          { name: 'query', type: 'string' },
+          { name: 'expected_output', type: 'string' },
+        ],
+      },
+      isError: false,
+      isFetching: false,
       isPending: false,
-      mutate: vi.fn(),
     })
     mockUsePublishedPipelineInfo.mockReturnValue({
       data: {
@@ -332,72 +340,61 @@ describe('Evaluation', () => {
     expect(screen.queryByText('evaluation.batch.noticeDescription')).not.toBeInTheDocument()
   })
 
-  it('should use published snippet input fields for snippet batch templates', () => {
-    mockUseSnippetPublishedWorkflow.mockReturnValue({
+  it('should use template columns for snippet batch templates', () => {
+    const store = useEvaluationStore.getState()
+    act(() => {
+      store.ensureResource('snippets', 'snippet-fields')
+      store.setJudgeModel('snippets', 'snippet-fields', 'openai::gpt-4o-mini')
+      store.addBuiltinMetric('snippets', 'snippet-fields', 'answer-correctness', [
+        { node_id: 'node-answer', title: 'Answer Node', type: 'llm' },
+      ])
+    })
+    mockUseEvaluationTemplateColumns.mockReturnValue({
       data: {
-        graph: {
-          nodes: [{
-            id: 'start',
-            data: {
-              type: 'start',
-              variables: [{
-                variable: 'graph_only',
-                type: 'text-input',
-              }],
-            },
-          }],
-        },
-        input_fields: [
-          {
-            label: 'Snippet Topic',
-            variable: 'snippet_topic',
-            type: 'text-input',
-            required: true,
-          },
-          {
-            label: 'Need Summary',
-            variable: 'need_summary',
-            type: 'checkbox',
-            required: false,
-          },
+        columns: [
+          { name: 'index', type: 'number' },
+          { name: 'snippet_topic', type: 'string' },
+          { name: 'need_summary', type: 'boolean' },
         ],
       },
-      isLoading: false,
+      isError: false,
+      isFetching: false,
+      isPending: false,
     })
 
     renderWithQueryClient(<Evaluation resourceType="snippets" resourceId="snippet-fields" />)
 
-    expect(mockUseSnippetPublishedWorkflow).toHaveBeenCalledWith('snippet-fields')
+    expect(mockUseEvaluationTemplateColumns).toHaveBeenCalledWith(
+      'snippets',
+      'snippet-fields',
+      expect.any(Object),
+      true,
+    )
     expect(screen.getByText('snippet_topic')).toBeInTheDocument()
     expect(screen.getByText('need_summary')).toBeInTheDocument()
-    expect(screen.queryByText('graph_only')).not.toBeInTheDocument()
   })
 
-  it('should show snippet-specific empty input fields copy', () => {
-    mockUseSnippetPublishedWorkflow.mockReturnValue({
+  it('should show empty template columns copy', () => {
+    const store = useEvaluationStore.getState()
+    act(() => {
+      store.ensureResource('snippets', 'snippet-empty-fields')
+      store.setJudgeModel('snippets', 'snippet-empty-fields', 'openai::gpt-4o-mini')
+      store.addBuiltinMetric('snippets', 'snippet-empty-fields', 'answer-correctness', [
+        { node_id: 'node-answer', title: 'Answer Node', type: 'llm' },
+      ])
+    })
+    mockUseEvaluationTemplateColumns.mockReturnValue({
       data: {
-        graph: {
-          nodes: [{
-            id: 'start',
-            data: {
-              type: 'start',
-              variables: [{
-                variable: 'graph_only',
-                type: 'text-input',
-              }],
-            },
-          }],
-        },
-        input_fields: [],
+        columns: [],
       },
-      isLoading: false,
+      isError: false,
+      isFetching: false,
+      isPending: false,
     })
 
     renderWithQueryClient(<Evaluation resourceType="snippets" resourceId="snippet-empty-fields" />)
 
-    expect(screen.getByText('evaluation.batch.noSnippetInputFields')).toBeInTheDocument()
-    expect(screen.queryByText('evaluation.batch.noInputFields')).not.toBeInTheDocument()
-    expect(screen.queryByText('graph_only')).not.toBeInTheDocument()
+    expect(screen.getByText('evaluation.batch.noTemplateColumns')).toBeInTheDocument()
   })
 
   it('should hide the value row for empty operators', () => {
@@ -630,14 +627,17 @@ describe('Evaluation', () => {
 
   it('should download the fixed pipeline template columns', () => {
     const createElement = document.createElement.bind(document)
-    const getTemplateColumns = vi.fn((_input: unknown, options?: { onSuccess?: (value: { columns: string[] }) => void }) => {
-      options?.onSuccess?.({
-        columns: ['index', 'query', 'expected_output'],
-      })
-    })
-    mockUseEvaluationTemplateColumnsMutation.mockReturnValue({
+    mockUseEvaluationTemplateColumns.mockReturnValue({
+      data: {
+        columns: [
+          { name: 'index', type: 'number' },
+          { name: 'query', type: 'string' },
+          { name: 'expected_output', type: 'string' },
+        ],
+      },
+      isError: false,
+      isFetching: false,
       isPending: false,
-      mutate: getTemplateColumns,
     })
     let downloadLink: HTMLAnchorElement | undefined
     const createElementSpy = vi.spyOn(document, 'createElement').mockImplementation((tagName, options) => {
@@ -660,16 +660,15 @@ describe('Evaluation', () => {
     const templateContent = decodeURIComponent(downloadLink?.href ?? '').replace('data:text/csv;charset=utf-8,', '')
     expect(downloadLink?.download).toBe('pipeline-evaluation-template.csv')
     expect(templateContent.trim().split(',')).toEqual(['index', 'query', 'expected_output'])
-    expect(getTemplateColumns).toHaveBeenCalledWith({
-      params: {
-        targetType: 'datasets',
-        targetId: 'dataset-template',
-      },
-      body: expect.objectContaining({
+    expect(mockUseEvaluationTemplateColumns).toHaveBeenLastCalledWith(
+      'datasets',
+      'dataset-template',
+      expect.objectContaining({
         evaluation_model: 'gpt-4o-mini',
         evaluation_model_provider: 'openai',
       }),
-    }, expect.any(Object))
+      true,
+    )
 
     createElementSpy.mockRestore()
   })
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields-tab.tsx b/web/app/components/evaluation/components/batch-test-panel/input-fields-tab.tsx
index 19e23719ba..e00e078263 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields-tab.tsx
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields-tab.tsx
@@ -5,7 +5,6 @@ import { EVALUATION_TEMPLATE_FILE_NAMES } from '../../store-utils'
 import InputFieldsRequirements from './input-fields/input-fields-requirements'
 import UploadRunPopover from './input-fields/upload-run-popover'
 import { useInputFieldsActions } from './input-fields/use-input-fields-actions'
-import { usePublishedInputFields } from './input-fields/use-published-input-fields'
 
 type InputFieldsTabProps = EvaluationResourceProps & {
   isPanelReady: boolean
@@ -19,11 +18,9 @@ const InputFieldsTab = ({
   isRunnable,
 }: InputFieldsTabProps) => {
   const { t } = useTranslation('evaluation')
-  const { inputFields, isInputFieldsLoading } = usePublishedInputFields(resourceType, resourceId)
   const actions = useInputFieldsActions({
     resourceType,
     resourceId,
-    isInputFieldsLoading,
     isPanelReady,
     isRunnable,
     templateFileName: EVALUATION_TEMPLATE_FILE_NAMES[resourceType],
@@ -32,9 +29,8 @@ const InputFieldsTab = ({
   return (
     <div className="space-y-5">
       <InputFieldsRequirements
-        resourceType={resourceType}
-        inputFields={inputFields}
-        isLoading={isInputFieldsLoading}
+        inputFields={actions.templateColumns}
+        isLoading={actions.isTemplateColumnsLoading}
       />
       <div className="space-y-3">
         <Button variant="secondary" className="w-full justify-center" disabled={!actions.canDownloadTemplate} onClick={actions.handleDownloadTemplate}>
@@ -45,7 +41,7 @@ const InputFieldsTab = ({
           open={actions.isUploadPopoverOpen}
           onOpenChange={actions.setIsUploadPopoverOpen}
           triggerDisabled={actions.uploadButtonDisabled}
-          inputFields={inputFields}
+          inputFields={actions.templateColumns}
           currentFileName={actions.currentFileName}
           currentFileExtension={actions.currentFileExtension}
           currentFileSize={actions.currentFileSize}
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/__tests__/input-fields-utils.spec.ts b/web/app/components/evaluation/components/batch-test-panel/input-fields/__tests__/input-fields-utils.spec.ts
index ef5ef12e08..bd4e2a840e 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/__tests__/input-fields-utils.spec.ts
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/__tests__/input-fields-utils.spec.ts
@@ -4,16 +4,16 @@ describe('input fields utils', () => {
   describe('buildTemplateCsvContent', () => {
     it('should build CSV content from API columns without injecting columns', () => {
       expect(buildTemplateCsvContent([
-        'index',
-        'query',
-        'expected_output',
+        { name: 'index', type: 'number' },
+        { name: 'query', type: 'string' },
+        { name: 'expected_output', type: 'string' },
       ])).toBe('index,query,expected_output\n')
     })
 
     it('should escape CSV column names', () => {
       expect(buildTemplateCsvContent([
-        'query,text',
-        'answer "draft"',
+        { name: 'query,text', type: 'string' },
+        { name: 'answer "draft"', type: 'string' },
       ])).toBe('"query,text","answer ""draft"""\n')
     })
   })
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-requirements.tsx b/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-requirements.tsx
index 2169bd6464..9ab7bf48be 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-requirements.tsx
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-requirements.tsx
@@ -1,22 +1,16 @@
-import type { EvaluationResourceType } from '../../../types'
 import type { InputField } from './input-fields-utils'
 import { useTranslation } from 'react-i18next'
 
 type InputFieldsRequirementsProps = {
-  resourceType: EvaluationResourceType
   inputFields: InputField[]
   isLoading: boolean
 }
 
 const InputFieldsRequirements = ({
-  resourceType,
   inputFields,
   isLoading,
 }: InputFieldsRequirementsProps) => {
   const { t } = useTranslation('evaluation')
-  const emptyDescription = resourceType === 'snippets'
-    ? t('batch.noSnippetInputFields')
-    : t('batch.noInputFields')
 
   return (
     <div>
@@ -30,7 +24,7 @@ const InputFieldsRequirements = ({
         )}
         {!isLoading && inputFields.length === 0 && (
           <div className="px-1 py-0.5 system-xs-regular text-text-tertiary">
-            {emptyDescription}
+            {t('batch.noTemplateColumns')}
           </div>
         )}
         {!isLoading && inputFields.map(field => (
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-utils.ts b/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-utils.ts
index 75247918f6..a8ccdaf96d 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-utils.ts
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/input-fields-utils.ts
@@ -1,5 +1,6 @@
 import type { StartNodeType } from '@/app/components/workflow/nodes/start/types'
 import type { InputVar, Node } from '@/app/components/workflow/types'
+import type { EvaluationTemplateColumn } from '@/types/evaluation'
 import type { SnippetInputField } from '@/types/snippet'
 import { inputVarTypeToVarType } from '@/app/components/workflow/nodes/_base/components/variable/utils'
 import { BlockEnum, InputVarType } from '@/app/components/workflow/types'
@@ -64,8 +65,8 @@ const escapeCsvCell = (value: string) => {
   return `"${value.replace(/"/g, '""')}"`
 }
 
-export const buildTemplateCsvContent = (columns: string[]) => {
-  return `${columns.map(escapeCsvCell).join(',')}\n`
+export const buildTemplateCsvContent = (columns: EvaluationTemplateColumn[]) => {
+  return `${columns.map(column => escapeCsvCell(column.name)).join(',')}\n`
 }
 
 export const getFileExtension = (fileName: string) => {
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/upload-run-popover.tsx b/web/app/components/evaluation/components/batch-test-panel/input-fields/upload-run-popover.tsx
index 014061c46e..1201347c83 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/upload-run-popover.tsx
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/upload-run-popover.tsx
@@ -47,7 +47,7 @@ const UploadRunPopover = ({
   const { t } = useTranslation('evaluation')
   const { t: tCommon } = useTranslation('common')
   const fileInputRef = useRef<HTMLInputElement>(null)
-  const previewFields = inputFields.slice(0, 3)
+  const previewFields = inputFields
   const booleanExampleValue = t('conditions.boolean.true')
 
   const handleFileChange = (event: ChangeEvent<HTMLInputElement>) => {
diff --git a/web/app/components/evaluation/components/batch-test-panel/input-fields/use-input-fields-actions.ts b/web/app/components/evaluation/components/batch-test-panel/input-fields/use-input-fields-actions.ts
index f17ea597ce..bc270261e3 100644
--- a/web/app/components/evaluation/components/batch-test-panel/input-fields/use-input-fields-actions.ts
+++ b/web/app/components/evaluation/components/batch-test-panel/input-fields/use-input-fields-actions.ts
@@ -1,10 +1,10 @@
 import type { EvaluationResourceProps } from '../../../types'
 import { toast } from '@langgenius/dify-ui/toast'
 import { useMutation } from '@tanstack/react-query'
-import { useState } from 'react'
+import { useMemo, useState } from 'react'
 import { useTranslation } from 'react-i18next'
 import { upload } from '@/service/base'
-import { useEvaluationTemplateColumnsMutation, useStartEvaluationRunMutation } from '@/service/use-evaluation'
+import { useEvaluationTemplateColumns, useStartEvaluationRunMutation } from '@/service/use-evaluation'
 import { formatFileSize } from '@/utils/format'
 import { useEvaluationResource, useEvaluationStore } from '../../../store'
 import { buildEvaluationConfigPayload, buildEvaluationRunRequest } from '../../../store-utils'
@@ -16,7 +16,6 @@ type UploadedFileMeta = {
 }
 
 type UseInputFieldsActionsParams = EvaluationResourceProps & {
-  isInputFieldsLoading: boolean
   isPanelReady: boolean
   isRunnable: boolean
   templateFileName: string
@@ -25,7 +24,6 @@ type UseInputFieldsActionsParams = EvaluationResourceProps & {
 export const useInputFieldsActions = ({
   resourceType,
   resourceId,
-  isInputFieldsLoading,
   isPanelReady,
   isRunnable,
   templateFileName,
@@ -37,7 +35,10 @@ export const useInputFieldsActions = ({
   const setUploadedFile = useEvaluationStore(state => state.setUploadedFile)
   const setUploadedFileName = useEvaluationStore(state => state.setUploadedFileName)
   const startRunMutation = useStartEvaluationRunMutation()
-  const templateColumnsMutation = useEvaluationTemplateColumnsMutation()
+  const templateConfigPayload = useMemo(() => {
+    return isPanelReady ? buildEvaluationConfigPayload(resource, resourceType) : null
+  }, [isPanelReady, resource, resourceType])
+  const templateColumnsQuery = useEvaluationTemplateColumns(resourceType, resourceId, templateConfigPayload, isPanelReady)
   const [isUploadPopoverOpen, setIsUploadPopoverOpen] = useState(false)
   const [uploadedFileMeta, setUploadedFileMeta] = useState<UploadedFileMeta | null>(null)
   const uploadMutation = useMutation({
@@ -65,43 +66,30 @@ export const useInputFieldsActions = ({
 
   const isFileUploading = uploadMutation.isPending
   const isRunning = startRunMutation.isPending
+  const isTemplateColumnsLoading = templateColumnsQuery.isPending || templateColumnsQuery.isFetching
+  const templateColumns = templateColumnsQuery.data?.columns ?? []
   const uploadedFileId = resource.uploadedFileId
   const currentFileName = uploadedFileMeta?.name ?? resource.uploadedFileName
-  const canDownloadTemplate = isPanelReady && !templateColumnsMutation.isPending
+  const canDownloadTemplate = isPanelReady && !isTemplateColumnsLoading && templateColumns.length > 0
   const isRunDisabled = !isRunnable || !uploadedFileId || isFileUploading || isRunning
-  const uploadButtonDisabled = !isPanelReady || isInputFieldsLoading || isRunning
+  const uploadButtonDisabled = !isPanelReady || isTemplateColumnsLoading || isRunning
 
   const handleDownloadTemplate = () => {
-    const body = buildEvaluationConfigPayload(resource, resourceType)
-
-    if (!body) {
-      toast.warning(t('batch.validation'))
+    if (templateColumnsQuery.isError) {
+      toast.error(t('batch.templateColumnsError'))
       return
     }
 
-    templateColumnsMutation.mutate({
-      params: {
-        targetType: resourceType,
-        targetId: resourceId,
-      },
-      body,
-    }, {
-      onSuccess: ({ columns }) => {
-        if (!columns.length) {
-          toast.warning(t('batch.noTemplateColumns'))
-          return
-        }
+    if (!templateColumns.length) {
+      toast.warning(t('batch.noTemplateColumns'))
+      return
+    }
 
-        const content = buildTemplateCsvContent(columns)
-        const link = document.createElement('a')
-        link.href = `data:text/csv;charset=utf-8,${encodeURIComponent(content)}`
-        link.download = templateFileName
-        link.click()
-      },
-      onError: () => {
-        toast.error(t('batch.templateColumnsError'))
-      },
-    })
+    const content = buildTemplateCsvContent(templateColumns)
+    const link = document.createElement('a')
+    link.href = `data:text/csv;charset=utf-8,${encodeURIComponent(content)}`
+    link.download = templateFileName
+    link.click()
   }
 
   const handleRun = () => {
@@ -178,8 +166,10 @@ export const useInputFieldsActions = ({
     isFileUploading,
     isRunning,
     isRunDisabled,
+    isTemplateColumnsLoading,
     isUploadPopoverOpen,
     setIsUploadPopoverOpen,
+    templateColumns,
     uploadButtonDisabled,
   }
 }
diff --git a/web/app/components/evaluation/components/pipeline/pipeline-batch-actions.tsx b/web/app/components/evaluation/components/pipeline/pipeline-batch-actions.tsx
index fc5c341929..b44396e107 100644
--- a/web/app/components/evaluation/components/pipeline/pipeline-batch-actions.tsx
+++ b/web/app/components/evaluation/components/pipeline/pipeline-batch-actions.tsx
@@ -1,7 +1,6 @@
 'use client'
 
 import type { EvaluationResourceProps } from '../../types'
-import type { InputField } from '../batch-test-panel/input-fields/input-fields-utils'
 import { Button } from '@langgenius/dify-ui/button'
 import { useTranslation } from 'react-i18next'
 import { isEvaluationRunnable, useEvaluationResource } from '../../store'
@@ -9,12 +8,6 @@ import { EVALUATION_TEMPLATE_FILE_NAMES } from '../../store-utils'
 import UploadRunPopover from '../batch-test-panel/input-fields/upload-run-popover'
 import { useInputFieldsActions } from '../batch-test-panel/input-fields/use-input-fields-actions'
 
-const PIPELINE_INPUT_FIELDS: InputField[] = [
-  { name: 'index', type: 'number' },
-  { name: 'query', type: 'string' },
-  { name: 'expected_output', type: 'string' },
-]
-
 const PipelineBatchActions = ({
   resourceType,
   resourceId,
@@ -26,7 +19,6 @@ const PipelineBatchActions = ({
   const actions = useInputFieldsActions({
     resourceType,
     resourceId,
-    isInputFieldsLoading: false,
     isPanelReady: isConfigReady,
     isRunnable,
     templateFileName: EVALUATION_TEMPLATE_FILE_NAMES[resourceType],
@@ -49,7 +41,7 @@ const PipelineBatchActions = ({
           onOpenChange={actions.setIsUploadPopoverOpen}
           triggerDisabled={actions.uploadButtonDisabled}
           triggerLabel={t('pipeline.uploadAndRun')}
-          inputFields={PIPELINE_INPUT_FIELDS}
+          inputFields={actions.templateColumns}
           currentFileName={actions.currentFileName}
           currentFileExtension={actions.currentFileExtension}
           currentFileSize={actions.currentFileSize}
diff --git a/web/i18n/en-US/evaluation.json b/web/i18n/en-US/evaluation.json
index adc74a2252..cd021d2d88 100644
--- a/web/i18n/en-US/evaluation.json
+++ b/web/i18n/en-US/evaluation.json
@@ -4,7 +4,7 @@
   "batch.emptyHistory": "No test history yet.",
   "batch.example": "Example:",
   "batch.fileRequired": "Upload an evaluation dataset file before running the test.",
-  "batch.loadingInputFields": "Loading input fields...",
+  "batch.loadingInputFields": "Loading template columns...",
   "batch.noInputFields": "No published start node input fields found.",
   "batch.noSnippetInputFields": "No published snippet input fields found.",
   "batch.noTemplateColumns": "No template columns found.",
diff --git a/web/i18n/zh-Hans/evaluation.json b/web/i18n/zh-Hans/evaluation.json
index d23277d0e7..5c2d06ea9f 100644
--- a/web/i18n/zh-Hans/evaluation.json
+++ b/web/i18n/zh-Hans/evaluation.json
@@ -4,7 +4,7 @@
   "batch.emptyHistory": "还没有测试历史。",
   "batch.example": "示例：",
   "batch.fileRequired": "请先上传评估数据集文件，再运行测试。",
-  "batch.loadingInputFields": "正在加载输入字段...",
+  "batch.loadingInputFields": "正在加载模板列...",
   "batch.noInputFields": "未找到已发布 Start 节点的输入字段。",
   "batch.noSnippetInputFields": "未找到已发布的片段输入字段。",
   "batch.noTemplateColumns": "未找到模板列。",
diff --git a/web/service/use-evaluation.ts b/web/service/use-evaluation.ts
index fb171fe1d8..b196505847 100644
--- a/web/service/use-evaluation.ts
+++ b/web/service/use-evaluation.ts
@@ -1,5 +1,5 @@
 import type { EvaluationResourceType, NonPipelineEvaluationResourceType } from '@/app/components/evaluation/types'
-import type { AvailableEvaluationWorkflowsResponse, EvaluationConfig } from '@/types/evaluation'
+import type { AvailableEvaluationWorkflowsResponse, EvaluationConfig, EvaluationConfigData } from '@/types/evaluation'
 import {
   keepPreviousData,
   skipToken,
@@ -131,8 +131,25 @@ export const useStartEvaluationRunMutation = () => {
   }))
 }
 
-export const useEvaluationTemplateColumnsMutation = () => {
-  return useMutation(consoleQuery.evaluation.templateColumns.mutationOptions())
+export const useEvaluationTemplateColumns = (
+  resourceType: EvaluationResourceType,
+  resourceId: string,
+  configPayload: EvaluationConfigData | null,
+  enabled = true,
+) => {
+  return useQuery(consoleQuery.evaluation.templateColumns.queryOptions({
+    input: resourceId && configPayload
+      ? {
+          params: {
+            targetType: resourceType,
+            targetId: resourceId,
+          },
+          body: configPayload,
+        }
+      : skipToken,
+    enabled: !!resourceId && !!configPayload && enabled,
+    refetchOnWindowFocus: false,
+  }))
 }
 
 export const useAvailableEvaluationWorkflows = (
diff --git a/web/types/evaluation.ts b/web/types/evaluation.ts
index aa8f615a15..805dc7ff31 100644
--- a/web/types/evaluation.ts
+++ b/web/types/evaluation.ts
@@ -59,8 +59,13 @@ export type EvaluationRunRequest = EvaluationConfigData & {
   file_id: string
 }
 
+export type EvaluationTemplateColumn = {
+  name: string
+  type: string
+}
+
 export type EvaluationTemplateColumnsResponse = {
-  columns: string[]
+  columns: EvaluationTemplateColumn[]
 }
 
 export type EvaluationRunStatus = 'pending' | 'running' | 'completed' | 'failed' | 'cancelled'