diff --git a/server/src/assessment/assessment.controller.ts b/server/src/assessment/assessment.controller.ts
index 2a9650e..6266829 100644
--- a/server/src/assessment/assessment.controller.ts
+++ b/server/src/assessment/assessment.controller.ts
@@ -158,4 +158,21 @@ export class AssessmentController {
       knowledgeGroupId,
     );
   }
+
+  @Put(':id/review')
+  @ApiOperation({ summary: 'Review assessment - adjust final score' })
+  async review(
+    @Param('id') sessionId: string,
+    @Body() body: { newScore: number; comment?: string },
+    @Req() req: any,
+  ) {
+    const { id: userId, tenantId } = req.user;
+    return this.assessmentService.reviewAssessment(
+      sessionId,
+      body.newScore,
+      body.comment,
+      userId,
+      tenantId,
+    );
+  }
 }
diff --git a/server/src/assessment/assessment.service.ts b/server/src/assessment/assessment.service.ts
index 977ce75..9c34b23 100644
--- a/server/src/assessment/assessment.service.ts
+++ b/server/src/assessment/assessment.service.ts
@@ -1438,4 +1438,53 @@ const initialState: Partial<EvaluationState> = {
       recentRecords,
     };
   }
+
+  async reviewAssessment(
+    sessionId: string,
+    newScore: number,
+    comment: string | undefined,
+    reviewerId: string,
+    tenantId: string,
+  ): Promise<AssessmentSession> {
+    const session = await this.sessionRepository.findOne({
+      where: { id: sessionId },
+    });
+
+    if (!session) {
+      throw new NotFoundException('Assessment session not found');
+    }
+
+    if (session.status !== AssessmentStatus.COMPLETED) {
+      throw new ForbiddenException('Can only review completed assessments');
+    }
+
+    const reviewRecord = {
+      reviewedBy: reviewerId,
+      reviewedAt: new Date().toISOString(),
+      originalScore: session.finalScore,
+      newScore: newScore,
+      comment: comment || '',
+    };
+
+    const reviewHistory = session.reviewHistory || [];
+    reviewHistory.push(reviewRecord);
+
+    if (!session.originalScore) {
+      session.originalScore = session.finalScore;
+    }
+
+    session.finalScore = newScore;
+    session.reviewedBy = reviewerId;
+    session.reviewedAt = new Date();
+    session.reviewComment = comment || null;
+    session.reviewHistory = reviewHistory;
+
+    await this.sessionRepository.save(session);
+
+    this.logger.log(
+      `[reviewAssessment] Session ${sessionId} reviewed by ${reviewerId}, score changed from ${reviewRecord.originalScore} to ${newScore}`,
+    );
+
+    return session;
+  }
 }
diff --git a/server/src/assessment/controllers/question-bank.controller.ts b/server/src/assessment/controllers/question-bank.controller.ts
index 6dcbc1a..05bcc4f 100644
--- a/server/src/assessment/controllers/question-bank.controller.ts
+++ b/server/src/assessment/controllers/question-bank.controller.ts
@@ -133,4 +133,18 @@ export class QuestionBankController {
       req.user.tenantId,
     );
   }
+
+  @Post(':bankId/items/batch-review')
+  async batchReviewItems(
+    @Param('bankId') bankId: string,
+    @Body() body: { itemIds: string[]; approved: boolean; comment?: string },
+  ) {
+    this.logger.log(`[batchReview] Reviewing ${body.itemIds.length} items, approved: ${body.approved}`);
+    return this.questionBankService.batchReviewItems(
+      bankId,
+      body.itemIds,
+      body.approved,
+      body.comment,
+    );
+  }
 }
\ No newline at end of file
diff --git a/server/src/assessment/entities/assessment-session.entity.ts b/server/src/assessment/entities/assessment-session.entity.ts
index 2410cb5..3420481 100644
--- a/server/src/assessment/entities/assessment-session.entity.ts
+++ b/server/src/assessment/entities/assessment-session.entity.ts
@@ -61,6 +61,9 @@ export class AssessmentSession {
   @Column({ type: 'float', name: 'final_score', nullable: true })
   finalScore: number;
 
+  @Column({ type: 'float', name: 'original_score', nullable: true })
+  originalScore: number;
+
   @Column({ type: 'text', name: 'final_report', nullable: true })
   finalReport: string;
 
@@ -70,6 +73,18 @@ export class AssessmentSession {
   @Column({ type: 'simple-json', name: 'feedback_history', nullable: true })
   feedbackHistory: any[];
 
+  @Column({ name: 'reviewed_by', nullable: true, type: 'text' })
+  reviewedBy: string | null;
+
+  @Column({ name: 'reviewed_at', nullable: true, type: 'datetime' })
+  reviewedAt: Date | null;
+
+  @Column({ name: 'review_comment', nullable: true, type: 'text' })
+  reviewComment: string | null;
+
+  @Column({ type: 'simple-json', name: 'review_history', nullable: true })
+  reviewHistory: any[];
+
   @Column({ type: 'int', name: 'current_question_index', default: 0 })
   currentQuestionIndex: number;
 
diff --git a/server/src/assessment/services/question-bank.service.ts b/server/src/assessment/services/question-bank.service.ts
index 69cba61..fd51485 100644
--- a/server/src/assessment/services/question-bank.service.ts
+++ b/server/src/assessment/services/question-bank.service.ts
@@ -406,4 +406,38 @@ export class QuestionBankService {
     );
     return selected;
   }
+
+  async batchReviewItems(
+    bankId: string,
+    itemIds: string[],
+    approved: boolean,
+    comment?: string,
+  ): Promise<QuestionBankItem[]> {
+    await this.findOne(bankId);
+    
+    const items = await this.itemRepository.find({
+      where: itemIds.map(id => ({ id, bankId })),
+    });
+
+    if (items.length !== itemIds.length) {
+      throw new NotFoundException('Some items not found');
+    }
+
+    const newStatus = approved 
+      ? QuestionBankItemStatus.PUBLISHED 
+      : QuestionBankItemStatus.PENDING_REVIEW;
+
+    for (const item of items) {
+      item.status = newStatus;
+      if (comment) {
+        item.basis = item.basis 
+          ? `${item.basis}\n[审核意见]: ${comment}` 
+          : `[审核意见]: ${comment}`;
+      }
+    }
+
+    await this.itemRepository.save(items);
+    this.logger.log(`[batchReview] ${items.length} items ${approved ? 'approved' : 'rejected'}`);
+    return items;
+  }
 }
\ No newline at end of file
diff --git a/web/services/questionBankService.ts b/web/services/questionBankService.ts
index be2882d..b659a7a 100644
--- a/web/services/questionBankService.ts
+++ b/web/services/questionBankService.ts
@@ -149,4 +149,14 @@ export const questionBankService = {
     if (!response.ok) throw new Error('Failed to generate questions');
     return await response.json();
   },
+
+  async batchReviewItems(bankId: string, itemIds: string[], approved: boolean, comment?: string): Promise<QuestionBankItem[]> {
+    const response = await apiClient.request(`/question-banks/${bankId}/items/batch-review`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({ itemIds, approved, comment }),
+    });
+    if (!response.ok) throw new Error('Failed to batch review items');
+    return await response.json();
+  },
 };
\ No newline at end of file
diff --git a/web/src/services/assessmentStatsService.ts b/web/src/services/assessmentStatsService.ts
index 2aa1ba2..80cbe27 100644
--- a/web/src/services/assessmentStatsService.ts
+++ b/web/src/services/assessmentStatsService.ts
@@ -37,6 +37,16 @@ export class AssessmentStatsService {
     const { data } = await apiClient.get<AssessmentStats>(url);
     return data;
   }
+
+  async reviewAssessment(sessionId: string, newScore: number, comment?: string): Promise<any> {
+    const response = await apiClient.request(`/assessment/${sessionId}/review`, {
+      method: 'PUT',
+      headers: { 'Content-Type': 'application/json' },
+      body: JSON.stringify({ newScore, comment }),
+    });
+    if (!response.ok) throw new Error('Failed to review assessment');
+    return await response.json();
+  }
 }
 
 export const assessmentStatsService = new AssessmentStatsService();
\ No newline at end of file