diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/ModelAssessTaskAutoController.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/ModelAssessTaskAutoController.java
index bb5e5f3c9..f8847bec0 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/ModelAssessTaskAutoController.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/ModelAssessTaskAutoController.java
@@ -79,6 +79,7 @@ public class ModelAssessTaskAutoController {
         return success(result);
     }
 
+
     @GetMapping("/page")
     @Operation(summary = "获得模型评估任务 —— 自动评估分页")
 //    @PreAuthorize("@ss.hasPermission('llm:model-assess-task-auto:query')")
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/ModelAssessTaskAutoInfoController.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/ModelAssessTaskAutoInfoController.java
new file mode 100644
index 000000000..16fab9f48
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/ModelAssessTaskAutoInfoController.java
@@ -0,0 +1,101 @@
+package cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto;
+
+import cn.iocoder.yudao.framework.apilog.core.annotation.ApiAccessLog;
+import cn.iocoder.yudao.framework.common.pojo.CommonResult;
+import cn.iocoder.yudao.framework.common.pojo.PageParam;
+import cn.iocoder.yudao.framework.common.pojo.PageResult;
+import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
+import cn.iocoder.yudao.framework.excel.core.util.ExcelUtils;
+import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo.ModelAssessTaskAutoInfoPageReqVO;
+import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo.ModelAssessTaskAutoInfoRespVO;
+import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo.ModelAssessTaskAutoInfoSaveReqVO;
+import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskautoinfo.ModelAssessTaskAutoInfoDO;
+import cn.iocoder.yudao.module.llm.service.modelassesstaskautoinfo.ModelAssessTaskAutoInfoService;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.Parameter;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import org.springframework.security.access.prepost.PreAuthorize;
+import org.springframework.validation.annotation.Validated;
+import org.springframework.web.bind.annotation.*;
+
+import javax.annotation.Resource;
+import javax.servlet.http.HttpServletResponse;
+import javax.validation.Valid;
+import java.io.IOException;
+import java.util.List;
+
+import static cn.iocoder.yudao.framework.apilog.core.enums.OperateTypeEnum.EXPORT;
+import static cn.iocoder.yudao.framework.common.pojo.CommonResult.success;
+
+@Tag(name = "管理后台 - 模型评估任务 —— 自动评估-详细内容")
+@RestController
+@RequestMapping("/llm/model-assess-task-auto-info")
+@Validated
+public class ModelAssessTaskAutoInfoController {
+
+    @Resource
+    private ModelAssessTaskAutoInfoService modelAssessTaskAutoInfoService;
+
+    @PostMapping("/create")
+    @Operation(summary = "创建模型评估任务 —— 自动评估-详细内容")
+    @PreAuthorize("@ss.hasPermission('llm:model-assess-task-auto-info:create')")
+    public CommonResult<Long> createModelAssessTaskAutoInfo(@Valid @RequestBody ModelAssessTaskAutoInfoSaveReqVO createReqVO) {
+        return success(modelAssessTaskAutoInfoService.createModelAssessTaskAutoInfo(createReqVO));
+    }
+
+    @PutMapping("/update")
+    @Operation(summary = "更新模型评估任务 —— 自动评估-详细内容")
+    @PreAuthorize("@ss.hasPermission('llm:model-assess-task-auto-info:update')")
+    public CommonResult<Boolean> updateModelAssessTaskAutoInfo(@Valid @RequestBody ModelAssessTaskAutoInfoSaveReqVO updateReqVO) {
+        modelAssessTaskAutoInfoService.updateModelAssessTaskAutoInfo(updateReqVO);
+        return success(true);
+    }
+
+    @DeleteMapping("/delete")
+    @Operation(summary = "删除模型评估任务 —— 自动评估-详细内容")
+    @Parameter(name = "id", description = "编号", required = true)
+    @PreAuthorize("@ss.hasPermission('llm:model-assess-task-auto-info:delete')")
+    public CommonResult<Boolean> deleteModelAssessTaskAutoInfo(@RequestParam("id") Long id) {
+        modelAssessTaskAutoInfoService.deleteModelAssessTaskAutoInfo(id);
+        return success(true);
+    }
+
+    @GetMapping("/get")
+    @Operation(summary = "获得模型评估任务 —— 自动评估-详细内容")
+    @Parameter(name = "id", description = "编号", required = true, example = "1024")
+    @PreAuthorize("@ss.hasPermission('llm:model-assess-task-auto-info:query')")
+    public CommonResult<ModelAssessTaskAutoInfoRespVO> getModelAssessTaskAutoInfo(@RequestParam("id") Long id) {
+        ModelAssessTaskAutoInfoDO modelAssessTaskAutoInfo = modelAssessTaskAutoInfoService.getModelAssessTaskAutoInfo(id);
+        return success(BeanUtils.toBean(modelAssessTaskAutoInfo, ModelAssessTaskAutoInfoRespVO.class));
+    }
+
+    @GetMapping("/list")
+    @Operation(summary = "根绝任务id获得模型评估任务-自动评估")
+    @PreAuthorize("@ss.hasPermission('llm:model-assess-task-auto-info:query')")
+    public CommonResult<List<ModelAssessTaskAutoInfoRespVO>> list(@Valid ModelAssessTaskAutoInfoPageReqVO pageReqVO) {
+        List<ModelAssessTaskAutoInfoDO> list = modelAssessTaskAutoInfoService.getListByTaskId(pageReqVO);
+        return success(BeanUtils.toBean(list, ModelAssessTaskAutoInfoRespVO.class));
+    }
+
+    @GetMapping("/page")
+    @Operation(summary = "获得模型评估任务 —— 自动评估-详细内容分页")
+    @PreAuthorize("@ss.hasPermission('llm:model-assess-task-auto-info:query')")
+    public CommonResult<PageResult<ModelAssessTaskAutoInfoRespVO>> getModelAssessTaskAutoInfoPage(@Valid ModelAssessTaskAutoInfoPageReqVO pageReqVO) {
+        PageResult<ModelAssessTaskAutoInfoDO> pageResult = modelAssessTaskAutoInfoService.getModelAssessTaskAutoInfoPage(pageReqVO);
+        return success(BeanUtils.toBean(pageResult, ModelAssessTaskAutoInfoRespVO.class));
+    }
+
+    @GetMapping("/export-excel")
+    @Operation(summary = "导出模型评估任务 —— 自动评估-详细内容 Excel")
+    @PreAuthorize("@ss.hasPermission('llm:model-assess-task-auto-info:export')")
+    @ApiAccessLog(operateType = EXPORT)
+    public void exportModelAssessTaskAutoInfoExcel(@Valid ModelAssessTaskAutoInfoPageReqVO pageReqVO,
+              HttpServletResponse response) throws IOException {
+        pageReqVO.setPageSize(PageParam.PAGE_SIZE_NONE);
+        List<ModelAssessTaskAutoInfoDO> list = modelAssessTaskAutoInfoService.getModelAssessTaskAutoInfoPage(pageReqVO).getList();
+        // 导出 Excel
+        ExcelUtils.write(response, "模型评估任务 —— 自动评估-详细内容.xls", "数据", ModelAssessTaskAutoInfoRespVO.class,
+                        BeanUtils.toBean(list, ModelAssessTaskAutoInfoRespVO.class));
+    }
+
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoInfoPageReqVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoInfoPageReqVO.java
new file mode 100644
index 000000000..e88916cd9
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoInfoPageReqVO.java
@@ -0,0 +1,46 @@
+package cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo;
+
+import lombok.*;
+import java.util.*;
+import io.swagger.v3.oas.annotations.media.Schema;
+import cn.iocoder.yudao.framework.common.pojo.PageParam;
+import org.springframework.format.annotation.DateTimeFormat;
+import java.time.LocalDateTime;
+
+import static cn.iocoder.yudao.framework.common.util.date.DateUtils.FORMAT_YEAR_MONTH_DAY_HOUR_MINUTE_SECOND;
+
+@Schema(description = "管理后台 - 模型评估任务 —— 自动评估-详细内容分页 Request VO")
+@Data
+@EqualsAndHashCode(callSuper = true)
+@ToString(callSuper = true)
+public class ModelAssessTaskAutoInfoPageReqVO extends PageParam {
+
+    @Schema(description = "自动评估任务id", example = "12558")
+    private Long taskId;
+
+    @Schema(description = "模型名称", example = "芋艿")
+    private String modelName;
+
+    @Schema(description = "问题")
+    private String question;
+
+    @Schema(description = "模型回答内容")
+    private String prompt;
+
+    @Schema(description = "数据集回答内容")
+    private String dataSetPrompt;
+
+    @Schema(description = "事实性错误")
+    private Integer factualError;
+
+    @Schema(description = "情感倾向性")
+    private Integer emotionTendency;
+
+    @Schema(description = "语义连贯性")
+    private Integer semanticsCoherence;
+
+    @Schema(description = "创建时间")
+    @DateTimeFormat(pattern = FORMAT_YEAR_MONTH_DAY_HOUR_MINUTE_SECOND)
+    private LocalDateTime[] createTime;
+
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoInfoRespVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoInfoRespVO.java
new file mode 100644
index 000000000..00a7f7d9d
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoInfoRespVO.java
@@ -0,0 +1,55 @@
+package cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo;
+
+import io.swagger.v3.oas.annotations.media.Schema;
+import lombok.*;
+import java.util.*;
+import org.springframework.format.annotation.DateTimeFormat;
+import java.time.LocalDateTime;
+import com.alibaba.excel.annotation.*;
+
+@Schema(description = "管理后台 - 模型评估任务 —— 自动评估-详细内容 Response VO")
+@Data
+@ExcelIgnoreUnannotated
+public class ModelAssessTaskAutoInfoRespVO {
+
+    @Schema(description = "评估任务ID", requiredMode = Schema.RequiredMode.REQUIRED, example = "11736")
+    @ExcelProperty("评估任务ID")
+    private Long id;
+
+    @Schema(description = "自动评估任务id", example = "12558")
+    @ExcelProperty("自动评估任务id")
+    private Long taskId;
+
+    @Schema(description = "模型名称", example = "芋艿")
+    @ExcelProperty("模型名称")
+    private String modelName;
+
+    @Schema(description = "问题")
+    @ExcelProperty("问题")
+    private String question;
+
+    @Schema(description = "模型回答内容")
+    @ExcelProperty("模型回答内容")
+    private String prompt;
+
+    @Schema(description = "数据集回答内容")
+    @ExcelProperty("数据集回答内容")
+    private String dataSetPrompt;
+
+    @Schema(description = "事实性错误")
+    @ExcelProperty("事实性错误")
+    private Integer factualError;
+
+    @Schema(description = "情感倾向性")
+    @ExcelProperty("情感倾向性")
+    private Integer emotionTendency;
+
+    @Schema(description = "语义连贯性")
+    @ExcelProperty("语义连贯性")
+    private Integer semanticsCoherence;
+
+    @Schema(description = "创建时间", requiredMode = Schema.RequiredMode.REQUIRED)
+    @ExcelProperty("创建时间")
+    private LocalDateTime createTime;
+
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoInfoSaveReqVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoInfoSaveReqVO.java
new file mode 100644
index 000000000..f745c8f18
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoInfoSaveReqVO.java
@@ -0,0 +1,39 @@
+package cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo;
+
+import io.swagger.v3.oas.annotations.media.Schema;
+import lombok.*;
+import java.util.*;
+import javax.validation.constraints.*;
+
+@Schema(description = "管理后台 - 模型评估任务 —— 自动评估-详细内容新增/修改 Request VO")
+@Data
+public class ModelAssessTaskAutoInfoSaveReqVO {
+
+    @Schema(description = "评估任务ID", requiredMode = Schema.RequiredMode.REQUIRED, example = "11736")
+    private Long id;
+
+    @Schema(description = "自动评估任务id", example = "12558")
+    private Long taskId;
+
+    @Schema(description = "模型名称", example = "芋艿")
+    private String modelName;
+
+    @Schema(description = "问题")
+    private String question;
+
+    @Schema(description = "模型回答内容")
+    private String prompt;
+
+    @Schema(description = "数据集回答内容")
+    private String dataSetPrompt;
+
+    @Schema(description = "事实性错误")
+    private Integer factualError;
+
+    @Schema(description = "情感倾向性")
+    private Integer emotionTendency;
+
+    @Schema(description = "语义连贯性")
+    private Integer semanticsCoherence;
+
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoPageReqVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoPageReqVO.java
index 083dcf24a..1251de12b 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoPageReqVO.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoPageReqVO.java
@@ -34,7 +34,7 @@ public class ModelAssessTaskAutoPageReqVO extends PageParam {
     @DateTimeFormat(pattern = FORMAT_YEAR_MONTH_DAY_HOUR_MINUTE_SECOND)
     private LocalDateTime[] createTime;
 
-    @Schema(description = "评估方向，使用字典（llm_dimension_type）")
-    private Integer dimension;
+    @Schema(description = "评估方向")
+    private List<String> dimension;
 
-}
\ No newline at end of file
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoRespVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoRespVO.java
index 0f670b9f0..fc51c4031 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoRespVO.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoRespVO.java
@@ -44,9 +44,8 @@ public class ModelAssessTaskAutoRespVO {
     @ExcelProperty("创建时间")
     private LocalDateTime createTime;
 
-    @Schema(description = "评估方向，使用字典（llm_dimension_type）")
-    @ExcelProperty("评估方向，使用字典（llm_dimension_type）")
-    private Integer dimension;
+    @Schema(description = "评估方向")
+    private List<String> dimension;
 
     @Schema(description = "自动评估列表")
     private List<ModelAssessTaskStoplistRespVO> stoplists;
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoSaveReqVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoSaveReqVO.java
index 8dc13083c..23d97582c 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoSaveReqVO.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/controller/admin/modelassesstaskauto/vo/ModelAssessTaskAutoSaveReqVO.java
@@ -31,8 +31,8 @@ public class ModelAssessTaskAutoSaveReqVO {
     @Schema(description = "是否预知模型服务（0普通 1官方）",example = "0")
     private Integer modelType;
 
-    @Schema(description = "评估方向，使用字典（llm_dimension_type）")
-    private Integer dimension;
+    @Schema(description = "评估方向")
+    private List<String> dimension;
 
     @Schema(description = "自动规则打分，停用词表")
     private List<ModelAssessTaskStoplistSaveReqVO> stoplists;
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/dataobject/modelassesstaskauto/ModelAssessTaskAutoDO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/dataobject/modelassesstaskauto/ModelAssessTaskAutoDO.java
index cf8b961c3..7f2491760 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/dataobject/modelassesstaskauto/ModelAssessTaskAutoDO.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/dataobject/modelassesstaskauto/ModelAssessTaskAutoDO.java
@@ -59,7 +59,7 @@ public class ModelAssessTaskAutoDO extends BaseDO {
     /**
      * 评估方向，使用字典（llm_dimension_type）
      */
-    private Integer dimension;
+    private String dimension;
     /**
      * 状态
      */
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/dataobject/modelassesstaskautoinfo/ModelAssessTaskAutoInfoDO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/dataobject/modelassesstaskautoinfo/ModelAssessTaskAutoInfoDO.java
new file mode 100644
index 000000000..83e55a647
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/dataobject/modelassesstaskautoinfo/ModelAssessTaskAutoInfoDO.java
@@ -0,0 +1,63 @@
+package cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskautoinfo;
+
+import lombok.*;
+import java.util.*;
+import java.time.LocalDateTime;
+import java.time.LocalDateTime;
+import com.baomidou.mybatisplus.annotation.*;
+import cn.iocoder.yudao.framework.mybatis.core.dataobject.BaseDO;
+
+/**
+ * 模型评估任务 —— 自动评估-详细内容 DO
+ *
+ * @author 华大大模型
+ */
+@TableName("llm_model_assess_task_auto_info")
+@KeySequence("llm_model_assess_task_auto_info_seq") // 用于 Oracle、PostgreSQL、Kingbase、DB2、H2 数据库的主键自增。如果是 MySQL 等数据库，可不写。
+@Data
+@EqualsAndHashCode(callSuper = true)
+@ToString(callSuper = true)
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class ModelAssessTaskAutoInfoDO extends BaseDO {
+
+    /**
+     * 评估任务ID
+     */
+    @TableId
+    private Long id;
+    /**
+     * 自动评估任务id
+     */
+    private Long taskId;
+    /**
+     * 模型名称
+     */
+    private String modelName;
+    /**
+     * 问题
+     */
+    private String question;
+    /**
+     * 模型回答内容
+     */
+    private String prompt;
+    /**
+     * 数据集回答内容
+     */
+    private String dataSetPrompt;
+    /**
+     * 事实性错误
+     */
+    private Integer factualError;
+    /**
+     * 情感倾向性
+     */
+    private Integer emotionTendency;
+    /**
+     * 语义连贯性
+     */
+    private Integer semanticsCoherence;
+
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/mysql/modelassesstaskautoinfo/ModelAssessTaskAutoInfoMapper.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/mysql/modelassesstaskautoinfo/ModelAssessTaskAutoInfoMapper.java
new file mode 100644
index 000000000..e50ee7119
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/dal/mysql/modelassesstaskautoinfo/ModelAssessTaskAutoInfoMapper.java
@@ -0,0 +1,32 @@
+package cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskautoinfo;
+
+import cn.iocoder.yudao.framework.common.pojo.PageResult;
+import cn.iocoder.yudao.framework.mybatis.core.mapper.BaseMapperX;
+import cn.iocoder.yudao.framework.mybatis.core.query.LambdaQueryWrapperX;
+import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo.ModelAssessTaskAutoInfoPageReqVO;
+import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskautoinfo.ModelAssessTaskAutoInfoDO;
+import org.apache.ibatis.annotations.Mapper;
+
+/**
+ * 模型评估任务 —— 自动评估-详细内容 Mapper
+ *
+ * @author 华大大模型
+ */
+@Mapper
+public interface ModelAssessTaskAutoInfoMapper extends BaseMapperX<ModelAssessTaskAutoInfoDO> {
+
+    default PageResult<ModelAssessTaskAutoInfoDO> selectPage(ModelAssessTaskAutoInfoPageReqVO reqVO) {
+        return selectPage(reqVO, new LambdaQueryWrapperX<ModelAssessTaskAutoInfoDO>()
+                .eqIfPresent(ModelAssessTaskAutoInfoDO::getTaskId, reqVO.getTaskId())
+                .likeIfPresent(ModelAssessTaskAutoInfoDO::getModelName, reqVO.getModelName())
+                .eqIfPresent(ModelAssessTaskAutoInfoDO::getQuestion, reqVO.getQuestion())
+                .eqIfPresent(ModelAssessTaskAutoInfoDO::getPrompt, reqVO.getPrompt())
+                .eqIfPresent(ModelAssessTaskAutoInfoDO::getDataSetPrompt, reqVO.getDataSetPrompt())
+                .eqIfPresent(ModelAssessTaskAutoInfoDO::getFactualError, reqVO.getFactualError())
+                .eqIfPresent(ModelAssessTaskAutoInfoDO::getEmotionTendency, reqVO.getEmotionTendency())
+                .eqIfPresent(ModelAssessTaskAutoInfoDO::getSemanticsCoherence, reqVO.getSemanticsCoherence())
+                .betweenIfPresent(ModelAssessTaskAutoInfoDO::getCreateTime, reqVO.getCreateTime())
+                .orderByDesc(ModelAssessTaskAutoInfoDO::getId));
+    }
+
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/framework/backend/config/LLMBackendProperties.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/framework/backend/config/LLMBackendProperties.java
index 928a84af7..d2a9fe6b6 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/framework/backend/config/LLMBackendProperties.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/framework/backend/config/LLMBackendProperties.java
@@ -94,5 +94,8 @@ public class LLMBackendProperties {
     private String optimizePrompt;
 
     private String aigcModelCompletions;
+
     private String aigcFileUpload;
+
+    private String autoEvaluation;
 }
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncModelAccessManualService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncModelAccessManualService.java
index ec8427119..af7dea98f 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncModelAccessManualService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/async/AsyncModelAccessManualService.java
@@ -2,27 +2,38 @@ package cn.iocoder.yudao.module.llm.service.async;
 
 import cn.iocoder.yudao.framework.common.util.collection.CollectionUtils;
 import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
+import cn.iocoder.yudao.module.llm.controller.admin.dataset.vo.DatasetAnswerRespVO;
 import cn.iocoder.yudao.module.llm.controller.admin.dataset.vo.DatasetQuestionRespVO;
 import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.vo.ModelAssessTaskManualSaveReqVO;
 import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanualbackup.vo.ModelAssessTaskManualBackupSaveReqVO;
+import cn.iocoder.yudao.module.llm.dal.dataobject.basemodel.BaseModelDO;
+import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskauto.ModelAssessTaskAutoDO;
+import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskautoinfo.ModelAssessTaskAutoInfoDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskmanual.ManualModelAnswerDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskmanual.ModelAssessTaskDimensionDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskmanual.ModelAssessTaskManualDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskmanualbackup.ManualModelAnswerBackupDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskmanualbackup.ModelAssessTaskDimensionBackupDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskmanualbackup.ModelAssessTaskManualBackupDO;
+import cn.iocoder.yudao.module.llm.dal.dataobject.modelservice.ModelServiceDO;
+import cn.iocoder.yudao.module.llm.dal.mysql.basemodel.BaseModelMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.dataset.DatasetMapper;
+import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskauto.ModelAssessTaskAutoMapper;
+import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskautoinfo.ModelAssessTaskAutoInfoMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskmanual.ManualModelAnswerMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskmanual.ModelAssessTaskDimensionMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskmanual.ModelAssessTaskManualMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskmanualbackup.ManualModelAnswerBackupMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskmanualbackup.ModelAssessTaskDimensionBackupMapper;
+import cn.iocoder.yudao.module.llm.dal.mysql.modelservice.ModelServiceMapper;
 import cn.iocoder.yudao.module.llm.service.conversation.ConversationService;
 import cn.iocoder.yudao.module.llm.service.dataset.DatasetQuestionService;
 import cn.iocoder.yudao.module.llm.service.http.ModelService;
+import cn.iocoder.yudao.module.llm.service.http.TrainHttpService;
 import cn.iocoder.yudao.module.llm.service.http.vo.ModelCompletionsReqVO;
 import cn.iocoder.yudao.module.llm.service.http.vo.ModelCompletionsRespVO;
 import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
+import org.hibernate.validator.internal.engine.constraintvalidation.PredefinedScopeConstraintValidatorManagerImpl;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 import org.springframework.scheduling.annotation.Async;
@@ -30,6 +41,7 @@ import org.springframework.stereotype.Service;
 
 import javax.annotation.Resource;
 import java.util.ArrayList;
+import java.util.Arrays;
 import java.util.List;
 
 @Service
@@ -38,8 +50,6 @@ public class AsyncModelAccessManualService {
     @Resource
     private ModelService modelService;
     @Resource
-    private ConversationService conversationService;
-    @Resource
     private DatasetQuestionService datasetQuestionService;
     @Resource
     private ManualModelAnswerMapper manualModelAnswerMapper;
@@ -51,10 +61,119 @@ public class AsyncModelAccessManualService {
     private ModelAssessTaskDimensionBackupMapper modelAssessTaskDimensionBackupMapper;
     @Resource
     private ManualModelAnswerBackupMapper manualModelAnswerBackupMapper;
+    @Resource
+    private ModelAssessTaskAutoMapper modelAssessTaskAutoMapper;
+    @Resource
+    private TrainHttpService trainHttpService;
+    @Resource
+    private ModelServiceMapper modelServiceMapper;
+    @Resource
+    private BaseModelMapper baseModelMapper;
+    @Resource
+    private ModelAssessTaskAutoInfoMapper modelAssessTaskAutoInfoMapper;
 
 
+    @Async
+    public void auto(ModelAssessTaskAutoDO modelAssessTaskAuto) {
+        try {
+            List<DatasetQuestionRespVO> datasetQuestionList = datasetQuestionService.getDatasetQuestionList(modelAssessTaskAuto.getDataset());
+            for (DatasetQuestionRespVO datasetQuestionRespVO : datasetQuestionList) {
+                String question = datasetQuestionRespVO.getQuestion();
+                DatasetAnswerRespVO datasetAnswerRespVO = datasetQuestionRespVO.getDatasetAnswerRespVO().get(0);
+                String datasetPrompt = datasetAnswerRespVO.getAnswer();
+                ModelCompletionsReqVO modelCompletionsReqVO = new ModelCompletionsReqVO();
+                ModelCompletionsReqVO.ModelCompletionsMessage message = new ModelCompletionsReqVO.ModelCompletionsMessage();
+                if (question != null){
+                    message.setContent(question);
+                }
+                message.setRole("user");
+                List<ModelCompletionsReqVO.ModelCompletionsMessage> messages = new ArrayList<>();
+                messages.add(message);
+                modelCompletionsReqVO.setMessages(messages);
+                ModelCompletionsRespVO modelCompletionsRespVO = modelService.modelCompletions(modelCompletionsReqVO);
+                String prompt = modelCompletionsRespVO.getAnswer();
+                String res = trainHttpService.autoEvaluation(prompt, datasetPrompt);
+
+                ModelAssessTaskAutoInfoDO infoDO = new ModelAssessTaskAutoInfoDO();
+                infoDO.setPrompt(prompt);
+                infoDO.setDataSetPrompt(datasetPrompt);
+                infoDO.setQuestion(question);
+
+                infoDO.setTaskId(modelAssessTaskAuto.getId());
+
+                if(modelAssessTaskAuto.getModelType() == 0){
+                    ModelServiceDO modelServiceDO = modelServiceMapper.selectById(modelAssessTaskAuto.getModelService());
+                    if (modelServiceDO != null){
+                        infoDO.setModelName(modelServiceDO.getServiceName());
+                    }
+                }else{
+                    BaseModelDO baseModelDO = baseModelMapper.selectById(modelAssessTaskAuto.getModelService());
+                    if (baseModelDO != null){
+                        infoDO.setModelName(baseModelDO.getModelName());
+                    }
+                }
+
+                String[] split = res.split("\n");
+                List<String> list = new ArrayList<>(Arrays.asList(split));
+                if(list.size() < 3){
+                    if(res.contains("good")){
+                        infoDO.setEmotionTendency(2);
+                        infoDO.setFactualError(2);
+                        infoDO.setSemanticsCoherence(2);
+                    }else if(res.contains("same")){
+                        infoDO.setEmotionTendency(1);
+                        infoDO.setFactualError(1);
+                        infoDO.setSemanticsCoherence(1);
+                    }else if(res.contains("bad")){
+                        infoDO.setEmotionTendency(0);
+                        infoDO.setFactualError(0);
+                        infoDO.setSemanticsCoherence(0);
+                    }
+                }else{
+                    for (String s : list) {
+                        if(s.contains("事实性错误")){
+                            if(s.contains("good")){
+                                infoDO.setFactualError(2);
+                            }else if (s.contains("same")){
+                                infoDO.setFactualError(1);
+                            }else if (s.contains("bad")){
+                                infoDO.setFactualError(0);
+                            };
+                        }else if(s.contains("事实性错误")){
+                            if(s.contains("good")){
+                                infoDO.setSemanticsCoherence(2);
+                            }else if (s.contains("same")){
+                                infoDO.setSemanticsCoherence(1);
+                            }else if (s.contains("bad")){
+                                infoDO.setSemanticsCoherence(0);
+                            };
+                        }else if(s.contains("情感倾向性")){
+                            if(s.contains("good")){
+                                infoDO.setEmotionTendency(2);
+                            }else if (s.contains("same")){
+                                infoDO.setEmotionTendency(1);
+                            }else if (s.contains("bad")){
+                                infoDO.setEmotionTendency(0);
+                            };
+                        }
+                    }
+                }
+                //评估结果: \n\n- 事实性错误: bad\n- 情感倾向性: same\n- 语义连贯性: same
+                //评估结果: \n- 事实性错误: bad\n- 情感倾向性: same\n- 语义连贯性: good
+                //事实性错误: bad  \n情感倾向性: same  \n语义连贯性: bad
+                //评估结果: good
+                modelAssessTaskAutoInfoMapper.insert(infoDO);
+            }
+
+            modelAssessTaskAuto.setStatus(4);
+            modelAssessTaskAutoMapper.updateById(modelAssessTaskAuto);
+        }catch (Exception e){
+            modelAssessTaskAuto.setStatus(5);
+            modelAssessTaskAutoMapper.updateById(modelAssessTaskAuto);
+        }
 
 
+    }
 
     @Async
     public void startModelAccess(ModelAssessTaskManualDO task) {
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/TrainHttpService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/TrainHttpService.java
index 408d66464..cc9856d23 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/TrainHttpService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/TrainHttpService.java
@@ -6,6 +6,7 @@ import cn.iocoder.yudao.framework.common.util.http.HttpUtils;
 import cn.iocoder.yudao.module.llm.framework.backend.config.LLMBackendProperties;
 import cn.iocoder.yudao.module.llm.service.http.vo.*;
 import com.alibaba.fastjson.JSON;
+import com.alibaba.fastjson.JSONObject;
 import kong.unirest.HttpResponse;
 import kong.unirest.Unirest;
 import kong.unirest.UnirestException;
@@ -21,8 +22,12 @@ import org.springframework.stereotype.Service;
 import javax.annotation.Resource;
 import java.io.*;
 import java.nio.charset.StandardCharsets;
+import java.util.ArrayList;
 import java.util.HashMap;
+import java.util.List;
 import java.util.Map;
+import java.util.stream.Collectors;
+import java.util.stream.Stream;
 
 /**
  * 训练相关接口
@@ -214,6 +219,27 @@ public class TrainHttpService {
         return res;
     }
 
+
+    public String autoEvaluation(String prompt,String dataSetPrompt) {
+        Map<String,String> map = new HashMap<>();
+        map.put("accept","application/json");
+        map.put("Content-Type","application/json");
+        String autoEvaluation = llmBackendProperties.getAutoEvaluation();
+        JSONObject jsonObject = new JSONObject();
+        jsonObject.put("prompt",prompt);
+        jsonObject.put("dataSetPrompt",dataSetPrompt);
+        List<String> dimension = Stream.of("事实性错误","情感倾向性","语义连贯性").collect(Collectors.toList());
+        jsonObject.put("dimension",dimension);
+        String body = JSONObject.toJSONString(jsonObject);
+        String res = HttpUtils.post(autoEvaluation, map, body);
+        log.info(" autoEvaluation:{}", res);
+        JSONObject resJson = JSONObject.parseObject(res);
+        JSONObject response = resJson.getJSONObject("response");
+        String content = response.getString("content");
+        return content;
+
+    }
+
     /**
      * 模型对话 POST
      */
@@ -222,6 +248,7 @@ public class TrainHttpService {
         String res = HttpUtils.post(finetuningCreate, headers, body);
         return res;
     }
+
     public AigcRespVO modelDeploy(Map<String, String> headers,AigcModelDeploySaveReq req,Long jobId){
         login(headers);
         String modelDeploy = llmBackendProperties.getModelDeploy();
@@ -293,4 +320,5 @@ public class TrainHttpService {
         }
     }
 
+
 }
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskauto/ModelAssessTaskAutoServiceImpl.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskauto/ModelAssessTaskAutoServiceImpl.java
index 9e27c7f06..02857d9d9 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskauto/ModelAssessTaskAutoServiceImpl.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskauto/ModelAssessTaskAutoServiceImpl.java
@@ -2,6 +2,7 @@ package cn.iocoder.yudao.module.llm.service.modelassesstaskauto;
 
 import cn.iocoder.yudao.framework.common.exception.ErrorCode;
 import cn.iocoder.yudao.framework.mybatis.core.query.LambdaQueryWrapperX;
+import cn.iocoder.yudao.module.llm.controller.admin.dataset.vo.DatasetQuestionRespVO;
 import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.vo.ModelAssessTaskManualRespVO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.basemodel.BaseModelDO;
 import cn.iocoder.yudao.module.llm.dal.dataobject.dataset.DatasetDO;
@@ -18,6 +19,8 @@ import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskauto.ModelAssessTask
 import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskauto.ModelAssessTaskStoplistBackupMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskauto.ModelAssessTaskStoplistMapper;
 import cn.iocoder.yudao.module.llm.dal.mysql.modelservice.ModelServiceMapper;
+import cn.iocoder.yudao.module.llm.service.async.AsyncModelAccessManualService;
+import cn.iocoder.yudao.module.llm.service.dataset.DatasetQuestionService;
 import com.alibaba.druid.util.StringUtils;
 import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
 import com.baomidou.mybatisplus.core.conditions.update.LambdaUpdateWrapper;
@@ -59,58 +62,63 @@ public class ModelAssessTaskAutoServiceImpl implements ModelAssessTaskAutoServic
     @Resource
     private DatasetMapper datasetMapper;
     @Resource
-    private ModelAssessStoplistMapper modelAssessStoplistMapper;
-    @Resource
     private BaseModelMapper baseModelMapper;
     @Resource
     private ModelAssessTaskAutoBackupMapper modelAssessTaskAutoBackupMapper;
     @Resource
     private ModelAssessTaskStoplistBackupMapper modelAssessTaskStoplistBackupMapper;
+    @Resource
+    private AsyncModelAccessManualService asyncModelAccessManualService;
 
 
     @Override
     public Long createModelAssessTaskAuto(ModelAssessTaskAutoSaveReqVO createReqVO) {
         // 插入
         ModelAssessTaskAutoDO modelAssessTaskAuto = BeanUtils.toBean(createReqVO, ModelAssessTaskAutoDO.class);
+        modelAssessTaskAuto.setStatus(3);
         LambdaUpdateWrapper<ModelAssessTaskAutoDO> eq = new LambdaUpdateWrapper<ModelAssessTaskAutoDO>().eq(ModelAssessTaskAutoDO::getTaskName, createReqVO.getTaskName());
         if (modelAssessTaskAutoMapper.selectCount(eq) > 0){
             throw exception(new ErrorCode(11000,"任务名称重复"));
         }
         modelAssessTaskAutoMapper.insert(modelAssessTaskAuto);
-        List<ModelAssessTaskStoplistSaveReqVO> stoplists = createReqVO.getStoplists();
-        if (!CollectionUtils.isEmpty(stoplists)){
-            stoplists.stream().forEach(stoplist -> {
-                stoplist.setTaskId(modelAssessTaskAuto.getId());
-                ModelAssessTaskStoplistDO modelAssessTaskStoplistDO = BeanUtils.toBean(stoplist,ModelAssessTaskStoplistDO.class);
-                modelingTaskStoplistMapper.insert(modelAssessTaskStoplistDO);
-            });
-        }
+//        List<ModelAssessTaskStoplistSaveReqVO> stoplists = createReqVO.getStoplists();
+//        if (!CollectionUtils.isEmpty(stoplists)){
+//            stoplists.stream().forEach(stoplist -> {
+//                stoplist.setTaskId(modelAssessTaskAuto.getId());
+//                ModelAssessTaskStoplistDO modelAssessTaskStoplistDO = BeanUtils.toBean(stoplist,ModelAssessTaskStoplistDO.class);
+//                modelingTaskStoplistMapper.insert(modelAssessTaskStoplistDO);
+//            });
+//        }
+
+        asyncModelAccessManualService.auto(modelAssessTaskAuto);
         // 返回
         return modelAssessTaskAuto.getId();
     }
 
+
+
     @Override
     public void updateModelAssessTaskAuto(ModelAssessTaskAutoSaveReqVO updateReqVO) {
         // 校验存在
         validateModelAssessTaskAutoExists(updateReqVO.getId());
         // 更新
         ModelAssessTaskAutoDO updateObj = BeanUtils.toBean(updateReqVO, ModelAssessTaskAutoDO.class);
-        List<ModelAssessTaskStoplistSaveReqVO> stoplists = updateReqVO.getStoplists();
-       if (!CollectionUtils.isEmpty(stoplists)){
-           List<Long> stopIds = stoplists.stream().filter(stoplist -> stoplist.getId() != null)
-                   .map(stoplist -> stoplist.getId()).collect(Collectors.toList());
-           LambdaQueryWrapper<ModelAssessTaskStoplistDO> wrapper = new LambdaQueryWrapper<ModelAssessTaskStoplistDO>();
-           wrapper.eq(ModelAssessTaskStoplistDO::getTaskId,updateReqVO.getId());
-           if (!CollectionUtils.isEmpty(stopIds)){
-               wrapper.notIn(ModelAssessTaskStoplistDO::getId,stopIds);
-           }
-           modelingTaskStoplistMapper.delete(wrapper);
-           stoplists.stream().forEach(stoplist -> {
-//            stoplist.setTaskId(updateObj.getId());
-               ModelAssessTaskStoplistDO modelAssessTaskStoplistDO = BeanUtils.toBean(stoplist,ModelAssessTaskStoplistDO.class);
-               modelingTaskStoplistMapper.insertOrUpdate(modelAssessTaskStoplistDO);
-           });
-       }
+//        List<ModelAssessTaskStoplistSaveReqVO> stoplists = updateReqVO.getStoplists();
+//       if (!CollectionUtils.isEmpty(stoplists)){
+//           List<Long> stopIds = stoplists.stream().filter(stoplist -> stoplist.getId() != null)
+//                   .map(stoplist -> stoplist.getId()).collect(Collectors.toList());
+//           LambdaQueryWrapper<ModelAssessTaskStoplistDO> wrapper = new LambdaQueryWrapper<ModelAssessTaskStoplistDO>();
+//           wrapper.eq(ModelAssessTaskStoplistDO::getTaskId,updateReqVO.getId());
+//           if (!CollectionUtils.isEmpty(stopIds)){
+//               wrapper.notIn(ModelAssessTaskStoplistDO::getId,stopIds);
+//           }
+//           modelingTaskStoplistMapper.delete(wrapper);
+//           stoplists.stream().forEach(stoplist -> {
+////            stoplist.setTaskId(updateObj.getId());
+//               ModelAssessTaskStoplistDO modelAssessTaskStoplistDO = BeanUtils.toBean(stoplist,ModelAssessTaskStoplistDO.class);
+//               modelingTaskStoplistMapper.insertOrUpdate(modelAssessTaskStoplistDO);
+//           });
+//       }
         modelAssessTaskAutoMapper.updateById(updateObj);
     }
 
@@ -136,32 +144,39 @@ public class ModelAssessTaskAutoServiceImpl implements ModelAssessTaskAutoServic
         ModelAssessTaskAutoDO modelAssessTaskAutoDO = modelAssessTaskAutoMapper.selectById(id);
         ModelAssessTaskAutoRespVO result =  BeanUtils.toBean(modelAssessTaskAutoDO, ModelAssessTaskAutoRespVO.class);
 
-        // 标注查询
-        List<ModelAssessTaskStoplistDO> modelAssessTaskStoplistDOS = modelingTaskStoplistMapper.selectList(new LambdaQueryWrapper<ModelAssessTaskStoplistDO>()
-                .eq(ModelAssessTaskStoplistDO::getTaskId, id)
-                .eq(ModelAssessTaskStoplistDO::getDeleted, false));
-        List<ModelAssessTaskStoplistRespVO> stoplistRespVOS = BeanUtils.toBean(modelAssessTaskStoplistDOS, ModelAssessTaskStoplistRespVO.class);
-        // 提取id
-        List<Long> stoplistIds = modelAssessTaskStoplistDOS.stream().map(ModelAssessTaskStoplistDO::getStoplistId).collect(Collectors.toList());
-        if (!CollectionUtils.isEmpty(stoplistIds)){
-            // 查询停用词表 将词表word返回
-            LambdaQueryWrapper<ModelAssessStoplistDO> wrapper = new LambdaQueryWrapper<>();
-            wrapper.in(ModelAssessStoplistDO::getId,stoplistIds);
-            List<ModelAssessStoplistDO> modelAssessStoplistDOs = modelAssessStoplistMapper.selectList(wrapper);
-            Map<Long, ModelAssessStoplistDO> longModelServiceDOMap = cn.iocoder.yudao.framework.common.util.collection.
-                    CollectionUtils.convertMap(modelAssessStoplistDOs, ModelAssessStoplistDO::getId);
-            stoplistRespVOS.stream().forEach(stoplistRespVO -> {
-                ModelAssessStoplistDO modelAssessStoplistDO = longModelServiceDOMap.get(stoplistRespVO.getStoplistId());
-                if(modelAssessStoplistDO != null){
-                    stoplistRespVO.setStoplistName(modelAssessStoplistDO.getWord());
-                }
-            });
-        }
-        result.setStoplists(stoplistRespVOS);
+//        // 标注查询
+//        List<ModelAssessTaskStoplistDO> modelAssessTaskStoplistDOS = modelingTaskStoplistMapper.selectList(new LambdaQueryWrapper<ModelAssessTaskStoplistDO>()
+//                .eq(ModelAssessTaskStoplistDO::getTaskId, id)
+//                .eq(ModelAssessTaskStoplistDO::getDeleted, false));
+//        List<ModelAssessTaskStoplistRespVO> stoplistRespVOS = BeanUtils.toBean(modelAssessTaskStoplistDOS, ModelAssessTaskStoplistRespVO.class);
+//        // 提取id
+//        List<Long> stoplistIds = modelAssessTaskStoplistDOS.stream().map(ModelAssessTaskStoplistDO::getStoplistId).collect(Collectors.toList());
+//        if (!CollectionUtils.isEmpty(stoplistIds)){
+//            // 查询停用词表 将词表word返回
+//            LambdaQueryWrapper<ModelAssessStoplistDO> wrapper = new LambdaQueryWrapper<>();
+//            wrapper.in(ModelAssessStoplistDO::getId,stoplistIds);
+//            List<ModelAssessStoplistDO> modelAssessStoplistDOs = modelAssessStoplistMapper.selectList(wrapper);
+//            Map<Long, ModelAssessStoplistDO> longModelServiceDOMap = cn.iocoder.yudao.framework.common.util.collection.
+//                    CollectionUtils.convertMap(modelAssessStoplistDOs, ModelAssessStoplistDO::getId);
+//            stoplistRespVOS.stream().forEach(stoplistRespVO -> {
+//                ModelAssessStoplistDO modelAssessStoplistDO = longModelServiceDOMap.get(stoplistRespVO.getStoplistId());
+//                if(modelAssessStoplistDO != null){
+//                    stoplistRespVO.setStoplistName(modelAssessStoplistDO.getWord());
+//                }
+//            });
+//        }
+//        result.setStoplists(stoplistRespVOS);
 
-        ModelServiceDO modelServiceDO = modelServiceMapper.selectById(modelAssessTaskAutoDO.getModelService());
-        if (modelServiceDO != null){
-            result.setModelServiceName(modelServiceDO.getServiceName());
+        if(modelAssessTaskAutoDO.getModelType() == 0){
+            ModelServiceDO modelServiceDO = modelServiceMapper.selectById(modelAssessTaskAutoDO.getModelService());
+            if (modelServiceDO != null){
+                result.setModelServiceName(modelServiceDO.getServiceName());
+            }
+        }else{
+            BaseModelDO baseModelDO = baseModelMapper.selectById(modelAssessTaskAutoDO.getModelService());
+            if (baseModelDO != null){
+                result.setModelServiceName(baseModelDO.getModelName());
+            }
         }
         DatasetDO datasetDO = datasetMapper.selectById(modelAssessTaskAutoDO.getDataset());
         if (datasetDO != null){
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskautoinfo/ModelAssessTaskAutoInfoService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskautoinfo/ModelAssessTaskAutoInfoService.java
new file mode 100644
index 000000000..d605ee53f
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskautoinfo/ModelAssessTaskAutoInfoService.java
@@ -0,0 +1,59 @@
+package cn.iocoder.yudao.module.llm.service.modelassesstaskautoinfo;
+
+import cn.iocoder.yudao.framework.common.pojo.PageResult;
+import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo.ModelAssessTaskAutoInfoPageReqVO;
+import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo.ModelAssessTaskAutoInfoSaveReqVO;
+import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskautoinfo.ModelAssessTaskAutoInfoDO;
+
+import javax.validation.Valid;
+import java.util.List;
+
+/**
+ * 模型评估任务 —— 自动评估-详细内容 Service 接口
+ *
+ * @author 华大大模型
+ */
+public interface ModelAssessTaskAutoInfoService {
+
+    /**
+     * 创建模型评估任务 —— 自动评估-详细内容
+     *
+     * @param createReqVO 创建信息
+     * @return 编号
+     */
+    Long createModelAssessTaskAutoInfo(@Valid ModelAssessTaskAutoInfoSaveReqVO createReqVO);
+
+    /**
+     * 更新模型评估任务 —— 自动评估-详细内容
+     *
+     * @param updateReqVO 更新信息
+     */
+    void updateModelAssessTaskAutoInfo(@Valid ModelAssessTaskAutoInfoSaveReqVO updateReqVO);
+
+    /**
+     * 删除模型评估任务 —— 自动评估-详细内容
+     *
+     * @param id 编号
+     */
+    void deleteModelAssessTaskAutoInfo(Long id);
+
+    /**
+     * 获得模型评估任务 —— 自动评估-详细内容
+     *
+     * @param id 编号
+     * @return 模型评估任务 —— 自动评估-详细内容
+     */
+    ModelAssessTaskAutoInfoDO getModelAssessTaskAutoInfo(Long id);
+
+    /**
+     * 获得模型评估任务 —— 自动评估-详细内容分页
+     *
+     * @param pageReqVO 分页查询
+     * @return 模型评估任务 —— 自动评估-详细内容分页
+     */
+    PageResult<ModelAssessTaskAutoInfoDO> getModelAssessTaskAutoInfoPage(ModelAssessTaskAutoInfoPageReqVO pageReqVO);
+
+    List<ModelAssessTaskAutoInfoDO> getListByTaskId(ModelAssessTaskAutoInfoPageReqVO pageReqVO);
+
+
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskautoinfo/ModelAssessTaskAutoInfoServiceImpl.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskautoinfo/ModelAssessTaskAutoInfoServiceImpl.java
new file mode 100644
index 000000000..5e565fbce
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskautoinfo/ModelAssessTaskAutoInfoServiceImpl.java
@@ -0,0 +1,71 @@
+package cn.iocoder.yudao.module.llm.service.modelassesstaskautoinfo;
+
+import cn.iocoder.yudao.framework.common.pojo.PageResult;
+import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
+import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo.ModelAssessTaskAutoInfoPageReqVO;
+import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskauto.vo.ModelAssessTaskAutoInfoSaveReqVO;
+import cn.iocoder.yudao.module.llm.dal.dataobject.modelassesstaskautoinfo.ModelAssessTaskAutoInfoDO;
+import cn.iocoder.yudao.module.llm.dal.mysql.modelassesstaskautoinfo.ModelAssessTaskAutoInfoMapper;
+import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
+import org.springframework.stereotype.Service;
+import org.springframework.validation.annotation.Validated;
+
+import javax.annotation.Resource;
+import java.util.List;
+
+/**
+ * 模型评估任务 —— 自动评估-详细内容 Service 实现类
+ *
+ * @author 华大大模型
+ */
+@Service
+@Validated
+public class ModelAssessTaskAutoInfoServiceImpl implements ModelAssessTaskAutoInfoService {
+
+    @Resource
+    private ModelAssessTaskAutoInfoMapper modelAssessTaskAutoInfoMapper;
+
+    @Override
+    public Long createModelAssessTaskAutoInfo(ModelAssessTaskAutoInfoSaveReqVO createReqVO) {
+        // 插入
+        ModelAssessTaskAutoInfoDO modelAssessTaskAutoInfo = BeanUtils.toBean(createReqVO, ModelAssessTaskAutoInfoDO.class);
+        modelAssessTaskAutoInfoMapper.insert(modelAssessTaskAutoInfo);
+        // 返回
+        return modelAssessTaskAutoInfo.getId();
+    }
+
+    @Override
+    public void updateModelAssessTaskAutoInfo(ModelAssessTaskAutoInfoSaveReqVO updateReqVO) {
+        // 更新
+        ModelAssessTaskAutoInfoDO updateObj = BeanUtils.toBean(updateReqVO, ModelAssessTaskAutoInfoDO.class);
+        modelAssessTaskAutoInfoMapper.updateById(updateObj);
+    }
+
+    @Override
+    public void deleteModelAssessTaskAutoInfo(Long id) {
+        // 删除
+        modelAssessTaskAutoInfoMapper.deleteById(id);
+    }
+
+
+
+    @Override
+    public ModelAssessTaskAutoInfoDO getModelAssessTaskAutoInfo(Long id) {
+        return modelAssessTaskAutoInfoMapper.selectById(id);
+    }
+
+    @Override
+    public PageResult<ModelAssessTaskAutoInfoDO> getModelAssessTaskAutoInfoPage(ModelAssessTaskAutoInfoPageReqVO pageReqVO) {
+        return modelAssessTaskAutoInfoMapper.selectPage(pageReqVO);
+    }
+
+    @Override
+    public List<ModelAssessTaskAutoInfoDO> getListByTaskId(ModelAssessTaskAutoInfoPageReqVO pageReqVO) {
+        LambdaQueryWrapper<ModelAssessTaskAutoInfoDO> queryWrapper = new LambdaQueryWrapper<>();
+        queryWrapper.eq(ModelAssessTaskAutoInfoDO::getTaskId,pageReqVO.getTaskId());
+        return modelAssessTaskAutoInfoMapper.selectList(queryWrapper);
+
+
+    }
+
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/utils/HammingUtils.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/utils/HammingUtils.java
index 40b96187e..fce017047 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/utils/HammingUtils.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/utils/HammingUtils.java
@@ -8,7 +8,7 @@ import java.nio.charset.StandardCharsets;
 import java.security.MessageDigest;
 import java.util.List;
 
-/**
+/**z
  * @Description : 海明距离算法
  */
 @Slf4j
diff --git a/yudao-server/src/main/resources/application-dev.yaml b/yudao-server/src/main/resources/application-dev.yaml
index f31343242..c93e9ce6b 100644
--- a/yudao-server/src/main/resources/application-dev.yaml
+++ b/yudao-server/src/main/resources/application-dev.yaml
@@ -264,9 +264,9 @@ llm:
     # aigc模型推理
     aigc_model_completions: http://36.133.1.230:8080/api/channels/chat/completions
 
-    application_api: http://localhost:48100/admin-app/llm/application/api/apiKey/chat
+    application_api: http://xhllm.xinnuojinzhi.com/admin-app/llm/application/api/apiKey/chat
 
-    model_service_api: http://localhost:48100/admin-app/llm/model-service/api/apiKey/chat
+    model_service_api: http://xhllm.xinnuojinzhi.com/admin-app/llm/model-service/api/apiKey/chat
 
     model_file_list: http://36.133.1.230:5123/models/?path=
 
@@ -274,6 +274,8 @@ llm:
     # 提示词优化
     optimize_prompt: http://36.133.1.230:5123/optimize-prompt
 
+    auto_evaluation: http://36.133.1.230:5123/llm-eval
+
 
 --- #################### iot相关配置 TODO 芋艿：再瞅瞅 ####################
 iot:
diff --git a/yudao-server/src/main/resources/application-local.yaml b/yudao-server/src/main/resources/application-local.yaml
index 3c640554e..b3213ae61 100644
--- a/yudao-server/src/main/resources/application-local.yaml
+++ b/yudao-server/src/main/resources/application-local.yaml
@@ -316,6 +316,8 @@ llm:
     # 提示词优化
     optimize_prompt: http://36.133.1.230:5123/optimize-prompt
 
+    auto_evaluation: http://36.133.1.230:5123/llm-eval
+
 --- #################### iot相关配置 TODO 芋艿：再瞅瞅 ####################
 iot:
   emq: