diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskmanual/ManualModelAnswerServiceImpl.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskmanual/ManualModelAnswerServiceImpl.java
index 8eb402609..ab3e12af3 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskmanual/ManualModelAnswerServiceImpl.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/modelassesstaskmanual/ManualModelAnswerServiceImpl.java
@@ -10,6 +10,7 @@ import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.manual
 import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.manualAnnoVo.ManualModelAnswerSaveReqVO;
 import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.vo.LabelInformationVO;
 import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.vo.ManualAssessmentPageRespVO;
+import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.vo.ManualEvaluationReportRespVO;
 import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.vo.ModelAssessTaskDimensionRespVO;
 import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.vo.ModelAssessTaskManualPageReqVO;
 import cn.iocoder.yudao.module.llm.controller.admin.modelassesstaskmanual.vo.ModelAssessTaskManualRespVO;
@@ -81,15 +82,28 @@ public class ManualModelAnswerServiceImpl implements ManualModelAnswerService {
         PageResult<ManualModelAnswerDO> modelAnswerDOPageResult = manualModelAnswerMapper.selectPage(pageReqVO);
         List<ManualAssessmentPageRespVO> res = new ArrayList<>();
         if(!CollectionUtils.isAnyEmpty(modelAnswerDOPageResult.getList())){
-            modelAnswerDOPageResult.getList().forEach(modelAnswerDO -> {
+            // 提取模型评估人工标注的模型回答
+            List<ManualModelAnswerDO> list = modelAnswerDOPageResult.getList();
+            // 获取数据集问题
+            List<Long> collected = list.stream().map(ManualModelAnswerDO::getQuestionId).collect(Collectors.toList());
+            List<DatasetQuestionDO> datasetQuestionDOS = datasetQuestionMapper.selectBatchIds(collected);
+            Map<Long, DatasetQuestionDO> questionMap = datasetQuestionDOS.stream().collect(Collectors.toMap(DatasetQuestionDO::getId, v -> v));
+            // 获取数据集答案
+            LambdaQueryWrapper<DatasetAnswerDO> wrapper = new LambdaQueryWrapper<DatasetAnswerDO>()
+                    .in(DatasetAnswerDO::getQuestionId, collected);
+            List<DatasetAnswerDO> datasetAnswerDO = datasetAnswerMapper.selectList(wrapper);
+            Map<Long, List<DatasetAnswerDO>> collect = datasetAnswerDO.stream().collect(Collectors.groupingBy(DatasetAnswerDO::getQuestionId));
+
+            // 封装数据
+            list.forEach(modelAnswerDO -> {
                 ManualAssessmentPageRespVO resp = BeanUtils.toBean(modelAssessTaskManual, ManualAssessmentPageRespVO.class);
-                DatasetQuestionDO datasetQuestionDO = datasetQuestionMapper.selectById(modelAnswerDO.getQuestionId());
+                DatasetQuestionDO datasetQuestionDO = questionMap.get(modelAnswerDO.getQuestionId());
 
                 if (datasetQuestionDO==null){
                     throw exception(QUESTION_NOT_EXISTS);
                 }
 
-                List<DatasetAnswerDO> datasetAnswerDOS = datasetAnswerMapper.selectList(new LambdaQueryWrapper<>(DatasetAnswerDO.class).eq(DatasetAnswerDO::getQuestionId, modelAnswerDO.getQuestionId()));
+                List<DatasetAnswerDO> datasetAnswerDOS = collect.get(modelAnswerDO.getQuestionId());
                 String question = datasetQuestionDO.getQuestion();
                 if (StringUtils.isBlank(question)){
                     throw exception(QUESTION_NOT_EXISTS);