diff --git a/AES-front/src/api/user.js b/AES-front/src/api/user.js
index ddfeea7..e0ddbd7 100644
--- a/AES-front/src/api/user.js
+++ b/AES-front/src/api/user.js
@@ -57,7 +57,7 @@ export default {
 
   runPlagiarism:(data) => request.post('/plagiarism/runPlagiarism', data),//运行查重算法
 
-
+  autoScore:(data) => request.post('/problem/autoscore', data),//运行自动批阅
     //保存文件名到数据库
     saveInfoToProps: (data) => request.post('/problem/saveInfoToProps', data),
 
diff --git a/AES-front/src/components/common/AppFooter.vue b/AES-front/src/components/common/AppFooter.vue
index 76ca571..765e802 100644
--- a/AES-front/src/components/common/AppFooter.vue
+++ b/AES-front/src/components/common/AppFooter.vue
@@ -1,6 +1,6 @@
 <template>
   <footer f-c-c flex-col text-14 color="#6a6a6a">
-    <p>鎶ュ憡鑷姩璇勬祴绯荤粺</p>
+    <p>鎶ュ憡鑷姩鎵归槄绯荤粺</p>
     <p>Copyright 漏 2023-2024 . All Rights Reserved.</p>
     <p>鎶�鏈敮鎸侊細Turbo Email:11249242@qq.com</p>
   </footer>
diff --git a/AES-front/src/layout/user-layout.vue b/AES-front/src/layout/user-layout.vue
index 6a97022..e46a85c 100644
--- a/AES-front/src/layout/user-layout.vue
+++ b/AES-front/src/layout/user-layout.vue
@@ -75,7 +75,7 @@
       >
         <LoginForm
           :login="api.login"
-          :title="isAdminEnd() ? '鎶ュ憡鑷姩璇勬祴绯荤粺 - 绠＄悊绔�' : '鎶ュ憡鑷姩璇勬祴绯荤粺 - 鐧诲綍'"
+          :title="isAdminEnd() ? '鎶ュ憡鑷姩鎵归槄绯荤粺 - 绠＄悊绔�' : '鎶ュ憡鑷姩鎵归槄绯荤粺 - 鐧诲綍'"
           @close="userStore.closeLoginModal"
         />
       </n-modal>
diff --git a/AES-front/src/views/user/exam-list/index.vue b/AES-front/src/views/user/exam-list/index.vue
index 80afdc7..b12d47b 100644
--- a/AES-front/src/views/user/exam-list/index.vue
+++ b/AES-front/src/views/user/exam-list/index.vue
@@ -125,7 +125,7 @@ const columns = [
     align: 'center',
     render: (row) => {
       const statusText = row.status; // 鍋囪鍒嗘暟瀛樺偍鍦╮ow.status
-      const isPlagiarized = row.plagiarismStatus === "2";//鐤戜技鎶勮
+      const isPlagiarized = row.plagiarismStatus === "鐤戜技鎶勮";
       // 浣跨敤鍐呰仈鏍峰紡鏍囩孩
       const style = isPlagiarized ? { color: 'red' } : {};
       // 濡傛灉浣跨敤鍐呰仈鏍峰紡
diff --git a/AES-front/src/views/user/index.vue b/AES-front/src/views/user/index.vue
index fba6cfc..bb997cb 100644
--- a/AES-front/src/views/user/index.vue
+++ b/AES-front/src/views/user/index.vue
@@ -3,7 +3,7 @@
     <!-- 鏁翠釜椤甸潰澶栧眰container -->
     <div class="container">
       <!-- 娴嬭瘯鏍囬 -->
-      <p id="indexTitle" class="lead">鍦ㄧ嚎鎶ュ憡璇勬祴绯荤粺锛堥椤碉級</p>
+      <p id="indexTitle" class="lead">鍦ㄧ嚎鎶ュ憡鎵归槄绯荤粺锛堥椤碉級</p>
       <!-- 鍥剧墖鍜屾枃瀛楄鏄庣殑澶栧眰瀹瑰櫒 -->
       <div class="index-content">
         <!-- 鍥剧墖 -->
diff --git a/AES-front/src/views/user/problem/index.vue b/AES-front/src/views/user/problem/index.vue
deleted file mode 100644
index 4bb1816..0000000
--- a/AES-front/src/views/user/problem/index.vue
+++ /dev/null
@@ -1,13 +0,0 @@
-<template>
-
-</template>
-
-<script>
-export default {
-  name: "index"
-}
-</script>
-
-<style scoped>
-
-</style>
\ No newline at end of file
diff --git a/AES-front/src/views/user/report-submit/components/report-actions.vue b/AES-front/src/views/user/report-submit/components/report-actions.vue
index ec15f58..7efc67f 100644
--- a/AES-front/src/views/user/report-submit/components/report-actions.vue
+++ b/AES-front/src/views/user/report-submit/components/report-actions.vue
@@ -93,8 +93,9 @@ const onSaveAndSubmit = async () => {//淇濆瓨骞舵彁浜�
         };
         const res = await api.submitInfoToProps(submitReport1);
 
-        // 鎻愪氦鎴愬姛鍚庯紝璋冪敤鏌ラ噸鍑芥暟骞跺悗鍙版寕璧�
+        // 鎻愪氦鎴愬姛鍚庯紝璋冪敤鏌ラ噸鍑芥暟涓庤嚜鍔ㄦ壒闃呭苟鍚庡彴鎸傝捣
         checkPlagiarismInBackground();
+        autoScoreBackground();
         emit('clickSaveAndSubmit');
         emit('refreshAttachment');
         ElMessage.success('鎻愪氦鎴愬姛锛佹鍦ㄥ悗鍙拌繘琛屾煡閲�...');
@@ -165,6 +166,28 @@ const checkPlagiarismInBackground = async () => {
   }
 });
 
+// 鑷姩鎵归槄鍑芥暟
+const autoScoreBackground = async () => {
+  try{
+    // 鑾峰彇鏂囦欢鍚�
+    const attachment = props.attachment;
+    const adminuserId =props.adminuserId;
+    const problemId = ProblemId;
+    const submitReport = {
+      adminuserId,
+      problemId,
+      attachment
+    };
+
+// 璋冪敤鑷姩鎵归槄鎺ュ彛,鍚屾牱浣跨敤姘镐笉瓒呮椂longRequest
+    const res1 = await longRequest.post('/problem/autoscore', submitReport);
+    console.log('鏌ラ噸缁撴灉锛�', res1);
+  } catch (error) {
+    ElMessage.error('鑷姩鎵归槄杩囩▼涓彂鐢熼敊璇紒');
+  }
+};
+
+
 </script>
 
 <style scoped>
diff --git a/AES/pom.xml b/AES/pom.xml
index 4465888..7c99269 100644
--- a/AES/pom.xml
+++ b/AES/pom.xml
@@ -144,8 +144,12 @@
             <scope>system</scope>
             <systemPath>${project.basedir}/src/main/WEB-INF/lib/jave-1.0.2.jar</systemPath>
         </dependency>
-
-
+        <!--        鎵ц澶栭儴鍛戒护-->
+        <dependency>
+            <groupId>org.apache.commons</groupId>
+            <artifactId>commons-exec</artifactId>
+            <version>1.3</version>
+        </dependency>
         <dependency>
             <groupId>commons-codec</groupId>
             <artifactId>commons-codec</artifactId>
diff --git a/AES/src/main/java/com/example/aes/problem/controller/ProblemController.java b/AES/src/main/java/com/example/aes/problem/controller/ProblemController.java
index 0cd603c..1cbc168 100644
--- a/AES/src/main/java/com/example/aes/problem/controller/ProblemController.java
+++ b/AES/src/main/java/com/example/aes/problem/controller/ProblemController.java
@@ -16,6 +16,10 @@ import org.springframework.web.bind.annotation.*;
 
 import javax.persistence.criteria.CriteriaBuilder;
 import javax.servlet.http.HttpServletRequest;
+import java.io.File;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.nio.file.Paths;
 import java.sql.Timestamp;
 import java.time.LocalDateTime;
 import java.util.ArrayList;
@@ -522,7 +526,6 @@ public class ProblemController {
         submitReport.setReadTime(now);
 
 
-
         boolean result = problemServiceI.saveSubmitInfoToProps(submitReport);//鐩存帴璋冪敤淇濆瓨閫昏緫
         if (result) {
             return RespBean.ok("棰嗗彇鎴愬姛");
@@ -530,4 +533,47 @@ public class ProblemController {
             return RespBean.error("棰嗗彇澶辫触");
         }
     }
-}
\ No newline at end of file
+
+    //鑷姩鎵规敼浣滀笟杩斿洖鍒嗘暟
+    @PostMapping("/autoscore")
+    public RespBean autoscore(@RequestBody SubmitReport submitReport, HttpServletRequest request) {
+        DecodeToken decodeToken = new DecodeToken(request);
+        String userIdStr = decodeToken.getUserId();
+        int userId = Integer.parseInt(userIdStr);
+        submitReport.setStudentId(userId);
+
+        // 鏋勫缓鏂囦欢璺緞
+        String uploadDirectory = System.getProperty("user.dir") + File.separator + "upload";
+        Path filePath = Paths.get(uploadDirectory, submitReport.getAttachment());
+
+        // 妫�鏌ユ枃浠舵槸鍚﹀瓨鍦�
+        if (!Files.exists(filePath)) {
+            return RespBean.error("鏂囦欢涓嶅瓨鍦�");
+        }
+        // 璋冪敤Service灞傝繘琛屾壒鏀�
+        AutoScoreResult autoScoreResult =new AutoScoreResult();
+        autoScoreResult.setTotalScore(-1.0);
+        // 璋冪敤Service灞傝繘琛屾壒鏀�
+        autoScoreResult = problemServiceI.getAutoScore(filePath, submitReport.getProblemId());
+        //鑷姩鎵归槄缁撴灉瀛樻暟鎹簱
+        Float autoScore =(float) autoScoreResult.getTotalScore();
+        submitReport.setAutoscore(autoScore);
+        // 灏嗘墍鏈夌殑璇勮鍚堝苟涓轰竴鍙ワ紝涓棿鐢ㄥ垎鍙烽殧寮�
+        List<String> remarks = autoScoreResult.getRemarks();
+        String combinedRemarks = String.join("; ", remarks);
+        submitReport.setAutocomment(combinedRemarks);
+
+        boolean saveresult = problemServiceI.saveAutoScoreResultToProps(submitReport);
+
+            if(saveresult) {
+                return RespBean.ok("鎵规敼瀹屾垚,宸蹭繚瀛樻暟鎹紒");
+            }
+            else{
+            return RespBean.error("鎵规敼杩囩▼涓彂鐢熼敊璇�!");
+        }
+    }
+
+
+
+
+}
diff --git a/AES/src/main/java/com/example/aes/problem/dao/SubmitReportDaoI.java b/AES/src/main/java/com/example/aes/problem/dao/SubmitReportDaoI.java
index 4874ac1..51dd96b 100644
--- a/AES/src/main/java/com/example/aes/problem/dao/SubmitReportDaoI.java
+++ b/AES/src/main/java/com/example/aes/problem/dao/SubmitReportDaoI.java
@@ -27,4 +27,6 @@ public interface SubmitReportDaoI extends BaseDaoI<SubmitReport> {
     public boolean withdrawReportSubmitted(SubmitReport submitReport);
     public String getReportSubmittedStatus(SubmitReport submitReport);
     public boolean savePlagiarismResult(SubmitReport submitReport);
+    public boolean saveAutoScoreResult(SubmitReport submitReport);
+
 }
diff --git a/AES/src/main/java/com/example/aes/problem/dao/impl/SubmitReportDaoImpl.java b/AES/src/main/java/com/example/aes/problem/dao/impl/SubmitReportDaoImpl.java
index 4142363..37b34e7 100644
--- a/AES/src/main/java/com/example/aes/problem/dao/impl/SubmitReportDaoImpl.java
+++ b/AES/src/main/java/com/example/aes/problem/dao/impl/SubmitReportDaoImpl.java
@@ -427,4 +427,29 @@ public class SubmitReportDaoImpl extends BaseDaoImpl<SubmitReport> implements Su
             return false;
         }
     }
+
+    @Override
+    public boolean saveAutoScoreResult(SubmitReport submitReport) {
+        Session session = this.getCurrentSession();
+        try {
+            String hql = "UPDATE SubmitReport SET autoscore = :autoscore, " +
+                    "autocomment = :autocomment " +
+                    "WHERE problemId = :problemId " +
+                    "AND adminuserId = :adminuserId " +
+                    "AND studentId = :studentId";
+
+            Query query = session.createQuery(hql);
+            query.setParameter("autoscore", submitReport.getAutoscore());
+            query.setParameter("autocomment", submitReport.getAutocomment());
+            query.setParameter("problemId", submitReport.getProblemId());
+            query.setParameter("adminuserId", submitReport.getAdminuserId());
+            query.setParameter("studentId", submitReport.getStudentId());
+
+            int result = query.executeUpdate();
+            return result > 0;
+        } catch (Exception e) {
+            e.printStackTrace();
+            return false;
+        }
+    }
 }
\ No newline at end of file
diff --git a/AES/src/main/java/com/example/aes/problem/model/AutoScoreResult.java b/AES/src/main/java/com/example/aes/problem/model/AutoScoreResult.java
new file mode 100644
index 0000000..07b7a3f
--- /dev/null
+++ b/AES/src/main/java/com/example/aes/problem/model/AutoScoreResult.java
@@ -0,0 +1,20 @@
+package com.example.aes.problem.model;
+
+import lombok.Data;
+
+import java.util.List;
+
+@Data
+public class AutoScoreResult {
+    private double totalScore;
+    private List<String> remarks;
+
+    public AutoScoreResult(double totalScore, List<String> remarks) {
+        this.totalScore = totalScore;
+        this.remarks = remarks;
+    }
+
+    public AutoScoreResult() {
+
+    }
+}
diff --git a/AES/src/main/java/com/example/aes/problem/service/Impl/PlagiarismServiceImpl.java b/AES/src/main/java/com/example/aes/problem/service/Impl/PlagiarismServiceImpl.java
index 71473f6..138ad30 100644
--- a/AES/src/main/java/com/example/aes/problem/service/Impl/PlagiarismServiceImpl.java
+++ b/AES/src/main/java/com/example/aes/problem/service/Impl/PlagiarismServiceImpl.java
@@ -141,6 +141,20 @@ public class PlagiarismServiceImpl implements PlagiarismServiceI {
 
         return content;
     }
+    public String readFileWithoutClean(String filePath) {
+        String fileExtension = getFileExtension(filePath).toLowerCase();
+        String content = "";
+
+        if (fileExtension.equals("txt")) {
+            content = readTextFile(filePath);
+        } else if (fileExtension.equals("doc")||fileExtension.equals("docx")) {
+            content = readDocFile(filePath);
+        } else if (fileExtension.equals("pdf")) {
+            content = readPdfFile(filePath);
+        }
+
+        return content;
+    }
     //璇诲彇.txt鏂囦欢
     public String readTextFile(String filePath) {
         StringBuilder contentBuilder = new StringBuilder();
diff --git a/AES/src/main/java/com/example/aes/problem/service/Impl/ProblemServiceImpl.java b/AES/src/main/java/com/example/aes/problem/service/Impl/ProblemServiceImpl.java
index 22cd5d3..7bb4988 100644
--- a/AES/src/main/java/com/example/aes/problem/service/Impl/ProblemServiceImpl.java
+++ b/AES/src/main/java/com/example/aes/problem/service/Impl/ProblemServiceImpl.java
@@ -2,6 +2,7 @@ package com.example.aes.problem.service.Impl;
 
 import com.example.aes.problem.dao.*;
 import com.example.aes.problem.model.*;
+import com.example.aes.problem.service.PlagiarismServiceI;
 import com.example.aes.problem.service.ProblemServiceI;
 import com.example.aes.user.dao.AdminusersDaoI;
 import com.example.aes.user.dao.ClassesDaoI;
@@ -9,6 +10,10 @@ import com.example.aes.user.model.DataGrid;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
 
+import java.io.BufferedReader;
+import java.io.IOException;
+import java.io.InputStreamReader;
+import java.nio.file.Path;
 import java.time.LocalDateTime;
 import java.util.ArrayList;
 import java.util.Collections;
@@ -26,6 +31,10 @@ public class ProblemServiceImpl implements ProblemServiceI {
     private AdminusersDaoI adminusersDao;
     private PostProblemDaoI postProblemDao;
     private ClassesDaoI classesDao;
+
+    @Autowired
+    private PlagiarismServiceI plagiarismServiceI;
+
     @Autowired
     public void setClassesDao(ClassesDaoI classesDao) {
         this.classesDao = classesDao;
@@ -525,6 +534,69 @@ public int redoReport(PMReviewMessage pmReviewMessage){
         return studentSubmitDao.savePlagiarismResult(submitReport);
     }
 
+    @Override
+    public AutoScoreResult getAutoScore(Path filePath, int problemId) {
+        // 璇诲彇鎶ュ憡鏂囦欢鍐呭
+        String reportContent = (plagiarismServiceI.readFileWithoutClean(filePath.toString()));
+
+        // 浠庢暟鎹簱鑾峰彇璇勫垎鏍囧噯
+        List<ScoringStandard> standards = scoringStandardDao.getStandardIdByProblemId(problemId);
+        double totalScore = 0.0;
+        List<String> remarks = new ArrayList<>(); // 鐢ㄤ簬瀛樺偍璇勮
+
+        for (ScoringStandard standard : standards) {
+            String dimension = standard.getDimension();
+            // 鏍规嵁standardId鑾峰彇璇勫垎缁嗗垯
+            List<ScoringRubric> rubrics = scoringRubricDao.getScoringRubricByStandardId(standard.getId());
+            // 濡傛灉鎵惧埌浜嗚瘎鍒嗙粏鍒欙紝鏍煎紡鍖杁imension瀛楃涓�
+            if (rubrics != null && !rubrics.isEmpty()) {
+                StringBuilder dimensionBuilder = new StringBuilder(dimension + ":");
+                for (int i = 0; i < rubrics.size(); i++) {
+                    ScoringRubric rubric = rubrics.get(i);
+                    if (i > 0) {
+                        dimensionBuilder.append("锛�"); // 鍒嗛殧涓嶅悓鐨勭粏鍒�
+                    }
+                    dimensionBuilder.append(rubric.getLowerLimit())
+                            .append("鍒唦")
+                            .append(rubric.getUpperLimit())
+                            .append("鍒�,")
+                            .append(rubric.getDescription());
+                }
+                dimension = dimensionBuilder.toString();
+            }
+            double weight = standard.getWeight();
+            String scoreStr = null;
+            try {         // 璋冪敤Python鑴氭湰杩涜璇勫垎
+                scoreStr = executePythonScript(reportContent, dimension);
+            } catch (IOException e) {
+                throw new RuntimeException(e);
+            } catch (InterruptedException e) {
+                throw new RuntimeException(e);
+            }
+            // 浣跨敤閫楀彿鍒嗗壊璇勫垎鍜岃瘎璇�
+            String[] scoreAndReason = scoreStr.split("\n");
+            if (scoreAndReason.length < 2) {
+                throw new RuntimeException("Python鑴氭湰杈撳嚭鏍煎紡涓嶆纭�");
+            }
+            double score = Double.parseDouble(scoreAndReason[0].replace("score: ", "").trim());
+            String reason = scoreAndReason[1].replace("reason: ", "").trim();
+
+            // 瀛樺偍璇勮
+            remarks.add(reason);
+            // 璁＄畻鍔犳潈鍒嗘暟
+            totalScore += score * weight;
+        }
+        // 灏嗘�诲垎杞崲涓�100鍒嗗埗
+        totalScore *= 10;
+        // 杩斿洖璇勫垎鍜岃瘎璇�
+        return new AutoScoreResult(totalScore, remarks);
+    }
+
+    @Override
+    public boolean saveAutoScoreResultToProps(SubmitReport submitReport) {
+        return studentSubmitDao.saveAutoScoreResult(submitReport);
+    }
+
     @Override
     public int editPostProblem(int classId,
                                int problemId,LocalDateTime startTime,LocalDateTime endTime,boolean allow){
@@ -654,4 +726,33 @@ public int redoReport(PMReviewMessage pmReviewMessage){
             }
         }
     }
+    private String executePythonScript(String content, String dim) throws IOException, InterruptedException {
+        // 鏋勫缓Python鍛戒护
+        String pythonCommand = String.format("python original.py \"%s\" \"%s\"", content, dim);
+
+        // 鎵цPython鑴氭湰
+        Process process = Runtime.getRuntime().exec(pythonCommand);
+        int exitCode = process.waitFor();
+
+        if (exitCode != 0) {
+            throw new RuntimeException("Python鑴氭湰鎵ц澶辫触");
+        }
+
+        // 璇诲彇杈撳嚭
+        BufferedReader reader = new BufferedReader(new InputStreamReader(process.getInputStream()));
+        StringBuilder output = new StringBuilder();
+        String line;
+        while ((line = reader.readLine()) != null) {
+            output.append(line).append("\n");
+        }
+        reader.close();
+
+        String scoreAndReason = output.toString().trim();
+
+        if (scoreAndReason == null || scoreAndReason.isEmpty()) {
+            throw new RuntimeException("Python鑴氭湰杈撳嚭涓虹┖");
+        }
+
+        return scoreAndReason;
+    }
 }
diff --git a/AES/src/main/java/com/example/aes/problem/service/PlagiarismServiceI.java b/AES/src/main/java/com/example/aes/problem/service/PlagiarismServiceI.java
index bcd18ee..b1a39cf 100644
--- a/AES/src/main/java/com/example/aes/problem/service/PlagiarismServiceI.java
+++ b/AES/src/main/java/com/example/aes/problem/service/PlagiarismServiceI.java
@@ -10,5 +10,5 @@ import java.util.List;
 public interface PlagiarismServiceI {
 
 	public PlagiarismResult checkPlagiarism(String toString, String uploadDirectory);
-
+	public String readFileWithoutClean(String filePath);
 }
diff --git a/AES/src/main/java/com/example/aes/problem/service/ProblemServiceI.java b/AES/src/main/java/com/example/aes/problem/service/ProblemServiceI.java
index 4ecbb0f..c440b38 100644
--- a/AES/src/main/java/com/example/aes/problem/service/ProblemServiceI.java
+++ b/AES/src/main/java/com/example/aes/problem/service/ProblemServiceI.java
@@ -7,6 +7,7 @@ import com.example.aes.problem.model.DataGrid;
 import com.example.aes.user.model.*;
 
 import javax.persistence.criteria.CriteriaBuilder;
+import java.nio.file.Path;
 import java.time.LocalDateTime;
 import java.util.List;
 
@@ -64,4 +65,6 @@ public interface ProblemServiceI {
 	public boolean withdrawSubmitInfo(SubmitReport submitReport);//瀛︾敓鎾ゅ洖鎶ュ憡
 	public String findReportSubmittedStatus(SubmitReport submitReport);//鏌ヨ璇ュ鐢熶箣鍓嶅凡缁忔彁浜よ繃璇ラ棶棰樼殑鎶ュ憡鐘舵��
 	public boolean savePlagiarismResultToProps(SubmitReport submitReport);//淇濆瓨鏌ラ噸淇℃伅
+	public AutoScoreResult getAutoScore(Path filePath, int problemId);//鑷姩鎵归槄
+	public boolean saveAutoScoreResultToProps(SubmitReport submitReport);//淇濆瓨鑷姩鎵归槄淇℃伅
 }