diff --git a/src/main/java/com/project/classicpaper/application/impl/ClassicCategoryApplicationServiceImpl.java b/src/main/java/com/project/classicpaper/application/impl/ClassicCategoryApplicationServiceImpl.java
index 29881ca..a063236 100644
--- a/src/main/java/com/project/classicpaper/application/impl/ClassicCategoryApplicationServiceImpl.java
+++ b/src/main/java/com/project/classicpaper/application/impl/ClassicCategoryApplicationServiceImpl.java
@@ -43,7 +43,7 @@ public class ClassicCategoryApplicationServiceImpl implements ClassicCategoryApp
 
         // 3. 查询套题组，统计数量和分组
         List<ClassicPaperSetEntity> allPaperSets = classicPaperSetBaseService.lambdaQuery()
-                .select(ClassicPaperSetEntity::getClassicCategoryId, ClassicPaperSetEntity::getId, ClassicPaperSetEntity::getName)
+                .select(ClassicPaperSetEntity::getClassicCategoryId, ClassicPaperSetEntity::getId, ClassicPaperSetEntity::getName, ClassicPaperSetEntity::getStatus)
                 .orderByDesc(ClassicPaperSetEntity::getId).list();
         Map<Long, Integer> countMap = new HashMap<>();
         Map<Long, List<ClassicPaperSetDTO>> paperSetMap = Boolean.TRUE.equals(withPaperSet) ? new HashMap<>() : null;
diff --git a/src/main/java/com/project/task/domain/service/strategy/ClassicTaskConfigStrategy.java b/src/main/java/com/project/task/domain/service/strategy/ClassicTaskConfigStrategy.java
index b90d46d..be34efd 100644
--- a/src/main/java/com/project/task/domain/service/strategy/ClassicTaskConfigStrategy.java
+++ b/src/main/java/com/project/task/domain/service/strategy/ClassicTaskConfigStrategy.java
@@ -10,6 +10,7 @@ import com.fasterxml.jackson.databind.ObjectMapper;
 import com.project.base.domain.exception.BusinessErrorException;
 import com.project.classicpaper.domain.entity.ClassicPaperSetEntity;
 import com.project.classicpaper.domain.service.ClassicPaperSetBaseService;
+import com.project.task.config.ExamScoreRatioConfig;
 import com.project.task.domain.dto.TaskDTO;
 import com.project.task.domain.entity.TaskEntity;
 import com.project.task.domain.service.TaskBaseService;
@@ -35,6 +36,9 @@ public class ClassicTaskConfigStrategy implements TaskConfigStrategy {
     @Autowired
     private ClassicPaperSetBaseService classicPaperSetBaseService;
 
+    @Autowired
+    private ExamScoreRatioConfig examScoreRatioConfig;
+
     private final ObjectMapper objectMapper = new ObjectMapper();
 
     @Override
@@ -97,25 +101,35 @@ public class ClassicTaskConfigStrategy implements TaskConfigStrategy {
     }
 
     /**
-     * 经典模式下题目数量和分数来自套卷，DTO 中可能为 null，赋默认值避免 NPE
+     * 经典模式下题目数量和分数来自套卷，DTO 中可能为 null，从纸套组补全以免写死 0
      */
     private void fillDefaults(TaskDTO dto) {
+        // 1. 从纸套组读取实际题量（如果 DTO 未传）
+        ClassicPaperSetEntity paperSet = null;
+        if (dto.getClassicPaperSetId() != null) {
+            paperSet = classicPaperSetBaseService.getById(dto.getClassicPaperSetId());
+        }
+
+        // 2. 补全题量：DTO 没传就从纸套取，纸套也没有就给 0
         if (dto.getSingleChoiceNum() == null) {
-            dto.setSingleChoiceNum(0);
+            dto.setSingleChoiceNum(paperSet != null && paperSet.getSingleChoiceNum() != null ? paperSet.getSingleChoiceNum() : 0);
         }
         if (dto.getMultipleChoiceNum() == null) {
-            dto.setMultipleChoiceNum(0);
+            dto.setMultipleChoiceNum(paperSet != null && paperSet.getMultipleChoiceNum() != null ? paperSet.getMultipleChoiceNum() : 0);
         }
         if (dto.getTrueFalseNum() == null) {
-            dto.setTrueFalseNum(0);
+            dto.setTrueFalseNum(paperSet != null && paperSet.getTrueFalseNum() != null ? paperSet.getTrueFalseNum() : 0);
         }
         if (dto.getShortAnswerNum() == null) {
-            dto.setShortAnswerNum(0);
+            dto.setShortAnswerNum(paperSet != null && paperSet.getShortAnswerNum() != null ? paperSet.getShortAnswerNum() : 0);
         }
 
-        // 从套题组的分值比例计算每题分值（保留2位小数）
-        calculateScoresFromRatio(dto);
+        // 3. 从纸套比例算分（传入 paperSet 避免重复查询）
+        if (paperSet != null) {
+            calculateScoresFromRatio(dto, paperSet);
+        }
 
+        // 4. 补全分数：算分后仍为 null 才给 0
         if (dto.getSingleChoiceScore() == null) {
             dto.setSingleChoiceScore(0.0);
         }
@@ -142,39 +156,72 @@ public class ClassicTaskConfigStrategy implements TaskConfigStrategy {
     /**
      * 从 ClassicPaperSet.scoreRatio 解析比例，计算每题分值
      * 公式：每题分值 = 100 × 题型比例 / 总比例 / 该题型数量
+     * 条件判断用 DTO 的题量（已在 fillDefaults 中从纸套补全），确保与任务实际题量一致
      */
-    private void calculateScoresFromRatio(TaskDTO dto) {
-        if (dto.getClassicPaperSetId() == null) {
-            return;
-        }
-        ClassicPaperSetEntity paperSet = classicPaperSetBaseService.getById(dto.getClassicPaperSetId());
-        if (paperSet == null || StrUtil.isBlank(paperSet.getScoreRatio())) {
+    private void calculateScoresFromRatio(TaskDTO dto, ClassicPaperSetEntity paperSet) {
+        if (StrUtil.isBlank(paperSet.getScoreRatio())) {
+            // 纸套没有分值比例时，用配置默认权重计算（同生成式模式逻辑）
+            calculateScoresFromDefaultWeights(dto);
             return;
         }
         try {
-            Map<String, Integer> ratioMap = objectMapper.readValue(paperSet.getScoreRatio(), Map.class);
+            // JacksonTypeHandler 对 String 字段存 JSON 时会产生二次编码（存为 JSON 字符串），需要反解一次
+            String scoreRatioStr = paperSet.getScoreRatio();
+            if (scoreRatioStr.startsWith("\"") && scoreRatioStr.endsWith("\"")) {
+                scoreRatioStr = objectMapper.readValue(scoreRatioStr, String.class);
+            }
+            Map<String, Integer> ratioMap = objectMapper.readValue(scoreRatioStr, Map.class);
             int totalRatio = ratioMap.values().stream().mapToInt(Integer::intValue).sum();
             if (totalRatio <= 0) {
+                calculateScoresFromDefaultWeights(dto);
                 return;
             }
-            if (paperSet.getSingleChoiceNum() != null && paperSet.getSingleChoiceNum() > 0) {
-                double perScore = 100.0 * ratioMap.getOrDefault("single", 0) / totalRatio / paperSet.getSingleChoiceNum();
+            if (dto.getSingleChoiceNum() != null && dto.getSingleChoiceNum() > 0) {
+                double perScore = 100.0 * ratioMap.getOrDefault("single", 0) / totalRatio / dto.getSingleChoiceNum();
                 dto.setSingleChoiceScore(BigDecimal.valueOf(perScore).setScale(2, RoundingMode.HALF_UP).doubleValue());
             }
-            if (paperSet.getMultipleChoiceNum() != null && paperSet.getMultipleChoiceNum() > 0) {
-                double perScore = 100.0 * ratioMap.getOrDefault("multiple", 0) / totalRatio / paperSet.getMultipleChoiceNum();
+            if (dto.getMultipleChoiceNum() != null && dto.getMultipleChoiceNum() > 0) {
+                double perScore = 100.0 * ratioMap.getOrDefault("multiple", 0) / totalRatio / dto.getMultipleChoiceNum();
                 dto.setMultipleChoiceScore(BigDecimal.valueOf(perScore).setScale(2, RoundingMode.HALF_UP).doubleValue());
             }
-            if (paperSet.getTrueFalseNum() != null && paperSet.getTrueFalseNum() > 0) {
-                double perScore = 100.0 * ratioMap.getOrDefault("trueFalse", 0) / totalRatio / paperSet.getTrueFalseNum();
+            if (dto.getTrueFalseNum() != null && dto.getTrueFalseNum() > 0) {
+                double perScore = 100.0 * ratioMap.getOrDefault("trueFalse", 0) / totalRatio / dto.getTrueFalseNum();
                 dto.setTrueFalseScore(BigDecimal.valueOf(perScore).setScale(2, RoundingMode.HALF_UP).doubleValue());
             }
-            if (paperSet.getShortAnswerNum() != null && paperSet.getShortAnswerNum() > 0) {
-                double perScore = 100.0 * ratioMap.getOrDefault("shortAnswer", 0) / totalRatio / paperSet.getShortAnswerNum();
+            if (dto.getShortAnswerNum() != null && dto.getShortAnswerNum() > 0) {
+                double perScore = 100.0 * ratioMap.getOrDefault("shortAnswer", 0) / totalRatio / dto.getShortAnswerNum();
                 dto.setShortAnswerScore(BigDecimal.valueOf(perScore).setScale(2, RoundingMode.HALF_UP).doubleValue());
             }
         } catch (Exception e) {
             log.warn(">>> [经典模式] scoreRatio 解析失败, paperSetId={}", dto.getClassicPaperSetId(), e);
+            calculateScoresFromDefaultWeights(dto);
         }
     }
+
+    /**
+     * 用配置默认权重计算每题分值（降级方案，同生成式模式逻辑）
+     * 公式：base = 总分 / 总权重，每题分值 = base × 题型权重
+     */
+    private void calculateScoresFromDefaultWeights(TaskDTO dto) {
+        int shortAnswerNum = dto.getShortAnswerNum() != null ? dto.getShortAnswerNum() : 0;
+
+        int totalUnit = dto.getSingleChoiceNum() * examScoreRatioConfig.getSingle()
+                + dto.getMultipleChoiceNum() * examScoreRatioConfig.getMultiple()
+                + dto.getTrueFalseNum() * examScoreRatioConfig.getTrueFalse()
+                + shortAnswerNum * examScoreRatioConfig.getShortAnswer();
+        if (totalUnit <= 0) {
+            return;
+        }
+
+        double base = examScoreRatioConfig.getTotalScore() * 1.0 / totalUnit;
+
+        dto.setSingleChoiceScore(dto.getSingleChoiceNum() > 0
+                ? Math.round(base * examScoreRatioConfig.getSingle() * 100) / 100.0 : 0.0);
+        dto.setMultipleChoiceScore(dto.getMultipleChoiceNum() > 0
+                ? Math.round(base * examScoreRatioConfig.getMultiple() * 100) / 100.0 : 0.0);
+        dto.setTrueFalseScore(dto.getTrueFalseNum() > 0
+                ? Math.round(base * examScoreRatioConfig.getTrueFalse() * 100) / 100.0 : 0.0);
+        dto.setShortAnswerScore(shortAnswerNum > 0
+                ? Math.round(base * examScoreRatioConfig.getShortAnswer() * 100) / 100.0 : 0.0);
+    }
 }
diff --git a/src/main/resources/application-dev.yml b/src/main/resources/application-dev.yml
index 2755fd1..0d08fa1 100644
--- a/src/main/resources/application-dev.yml
+++ b/src/main/resources/application-dev.yml
@@ -76,6 +76,8 @@ ding:
   agentId: 4283077101
   corpId: ding13d71da66ad91ff0f5bf40eda33b7ba0
   noticeUrlPrefix: https://107pm707566hq.vicp.fun/ai-evaluator
+#  appKey: ding4eootvq4jzas96lr #保伦架构
+#  appSecret: UI6XcD8GFPE_W_yo2eQkMuoSsTEf1whpZYEXrsDA7CV7bkJp40B3VNcETWS1aGgg
 algo:
   clusterUrl: /semantic-cluster
   baseUrl: http://172.16.204.50:8002