diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
index 347af11..8cbb27a 100644
--- a/frontend/src/App.tsx
+++ b/frontend/src/App.tsx
@@ -205,6 +205,7 @@ function Projects({ openScores }: { openScores: (id: number) => void }) {
 
 function Scores({ batchId, projectId }: { batchId?: number; projectId?: number }) {
   const [batches, setBatches] = useState<any[]>([]), [projects, setProjects] = useState<any[]>([]), [batch, setBatch] = useState<number | undefined>(batchId), [project, setProject] = useState<number | undefined>(projectId), [result, setResult] = useState<any>(), [review, setReview] = useState<any>(), [revisions, setRevisions] = useState<any[]>([]);
+  const [scoreFilter, setScoreFilter] = useState('all');
   const [form] = Form.useForm();
   const [sourcesReady, setSourcesReady] = useState(false);
   useEffect(() => {
@@ -219,6 +220,7 @@ function Scores({ batchId, projectId }: { batchId?: number; projectId?: number }
   const scopedProjects = projectsInBatch(selectedBatch, projects);
   useEffect(() => {
     setResult(undefined); setReview(undefined); setRevisions([]);
+    setScoreFilter('all');
     if (!sourcesReady || !selectedBatch) return;
     if (!scopedProjects.some(item => item.id === project)) {
       setProject(scopedProjects.length === 1 ? scopedProjects[0].id : undefined);
@@ -230,6 +232,12 @@ function Scores({ batchId, projectId }: { batchId?: number; projectId?: number }
     return () => { cancelled = true; };
   }, [batch, project, batches, projects, sourcesReady]);
   const refresh = () => batch && project && load(`/projects/${project}/scores?batch_id=${batch}`, setResult);
+  const scoreRows: any[] = result?.rows || [];
+  const count = (status: string) => scoreRows.filter(row => row.status === status).length;
+  const unfinished = (row: any) => !['scored', 'reviewed'].includes(row.status);
+  const attentionCount = scoreRows.filter(unfinished).length;
+  const filteredScores = scoreRows.filter(row => scoreFilter === 'all' ||
+    (scoreFilter === 'attention' ? unfinished(row) : row.status === scoreFilter));
   return <><Title level={2}>逐项评分与教师复核</Title>
     <Space wrap>
       <Select aria-label="评分批次" style={{ width: 250 }} placeholder="评分批次" value={batch}
@@ -239,7 +247,18 @@ function Scores({ batchId, projectId }: { batchId?: number; projectId?: number }
     </Space>
     {selectedBatch && <Alert className="top-gap" type="info" showIcon
       message={`批次 #${batch} 包含 ${scopedProjects.length} 个项目。下方分数仅对应当前选中的学生项目。`} />}
-    {result && <>{result.rows.some((r: any) => r.status === 'failed') && <Alert className="top-gap" type="error" showIcon message={`当前项目有 ${result.rows.filter((r: any) => r.status === 'failed').length} 项评分失败`} description="具体原因见下表。连接失败请检查模型端点和网络；输出校验失败可重试，若重复发生请核对具体校验原因。可在评分批次页点击启动/重试；已经成功的评分和教师复核会保留。" />}<Card className="top-gap" title={`${result.student_no} ${result.name} · ${result.topic}`}><Space wrap>{Object.entries(result.totals).map(([key, value]) => <Tag key={key} color={value === null ? 'orange' : 'blue'}>{key}: {String(value ?? '待处理')}</Tag>)}</Space>{result.facts?.consistency_issues?.length > 0 && <Alert className="top-gap" type="warning" message="跨文档一致性提醒" description={result.facts.consistency_issues.map((issue: any) => issue.description).join('；')} />}</Card><Table className="top-gap" rowKey={(row: any) => row.criterion.criterion_id} dataSource={result.rows} pagination={false} columns={[{ title: '评分项', render: (_, r) => <><Tag>{categories[r.criterion.category] || r.criterion.category}</Tag>{r.criterion.name}</> }, { title: '模型原始分', render: (_, r) => `${r.model_score ?? '—'} / ${r.criterion.max_score}` }, { title: '教师分', render: (_, r) => r.teacher_score ?? '—' }, { title: '最终分', render: (_, r) => r.final_score ?? '待处理' }, { title: '状态 / 失败原因', render: (_, r) => <Space direction="vertical"><Tag color={statusColor(r.status)}>{scoreStatusLabel(r)}</Tag>{r.error && <Text type="secondary" style={{ maxWidth: 300 }}>{r.error}</Text>}</Space> }, { title: '操作', render: (_, r) => <Button onClick={() => { setReview(r); form.setFieldsValue(reviewFormValues(r)); }}>查看证据/复核</Button> }]} /></>}
+    {result && <Space wrap className="top-gap">
+      <Select aria-label="评分项筛选" value={scoreFilter} onChange={setScoreFilter} style={{ width: 220 }}
+        options={[
+          { value: 'all', label: `全部评分项（${scoreRows.length}）` },
+          { value: 'attention', label: `仅待处理（${attentionCount}）` },
+          { value: 'needs_review', label: `仅待教师复核（${count('needs_review')}）` },
+          { value: 'failed', label: `仅评分失败（${count('failed')}）` },
+          { value: 'unscorable', label: `仅材料异常（${count('unscorable')}）` },
+        ]} />
+      <Text>已评分 {count('scored')} 项 · 教师已复核 {count('reviewed')} 项 · 待处理 {attentionCount} 项</Text>
+    </Space>}
+    {result && <>{result.rows.some((r: any) => r.status === 'failed') && <Alert className="top-gap" type="error" showIcon message={`当前项目有 ${result.rows.filter((r: any) => r.status === 'failed').length} 项评分失败`} description="具体原因见下表。连接失败请检查模型端点和网络；输出校验失败可重试，若重复发生请核对具体校验原因。可在评分批次页点击启动/重试；已经成功的评分和教师复核会保留。" />}<Card className="top-gap" title={`${result.student_no} ${result.name} · ${result.topic}`}><Space wrap>{Object.entries(result.totals).map(([key, value]) => <Tag key={key} color={value === null ? 'orange' : 'blue'}>{key}: {String(value ?? '待处理')}</Tag>)}</Space>{result.facts?.consistency_issues?.length > 0 && <Alert className="top-gap" type="warning" message="跨文档一致性提醒" description={result.facts.consistency_issues.map((issue: any) => issue.description).join('；')} />}</Card><Table className="top-gap" rowKey={(row: any) => row.criterion.criterion_id} dataSource={filteredScores} locale={{ emptyText: '当前筛选下没有评分项' }} pagination={false} columns={[{ title: '评分项', render: (_, r) => <><Tag>{categories[r.criterion.category] || r.criterion.category}</Tag>{r.criterion.name}</> }, { title: '模型原始分', render: (_, r) => `${r.model_score ?? '—'} / ${r.criterion.max_score}` }, { title: '教师分', render: (_, r) => r.teacher_score ?? '—' }, { title: '最终分', render: (_, r) => r.final_score ?? '待处理' }, { title: '状态 / 失败原因', render: (_, r) => <Space direction="vertical"><Tag color={statusColor(r.status)}>{scoreStatusLabel(r)}</Tag>{r.error && <Text type="secondary" style={{ maxWidth: 300 }}>{r.error}</Text>}</Space> }, { title: '操作', render: (_, r) => <Button onClick={() => { setReview(r); form.setFieldsValue(reviewFormValues(r)); }}>查看证据/复核</Button> }]} /></>}
     <Modal open={!!review} title={review?.criterion?.name} width={850} onCancel={() => setReview(undefined)} onOk={async () => { try { const values = await form.validateFields(); await put(`/criterion-scores/${review.score_id}/review`, values); setReview(undefined); refresh(); message.success('复核记录已保存'); } catch (e) { fail(e); } }} okText="保存教师复核" okButtonProps={{ disabled: !review?.score_id }}>{review && <>{review.status === 'needs_review' && <Alert type="warning" showIcon className="top-gap" message="本项证据不足以自动评分，需要教师复核" description={`缺少或尚不足以支撑判断的目标：${(review.evidence_gaps || []).map((gap: any) => gap.target_label).join('、') || review.missing_evidence?.join('、') || '见缺失证据'}。系统未给出模型分，也没有按低分处理；请核对下方证据，补充或更正材料后重试，或直接填写教师评分。`} />}<Descriptions column={1} items={[{ key: 'model', label: '模型分数/评语', children: `${review.model_score ?? '未给出'} · ${review.model_comment || ''}` }, { key: 'confidence', label: '模型置信度', children: review.confidence ?? '—' }, { key: 'missing', label: '缺失证据', children: review.missing_evidence?.join('；') || '无' }, { key: 'gaps', label: '待核对的证据目标', children: (review.evidence_gaps || []).map((gap: any) => `${gap.target_label}（检索范围：${(gap.searched_page_types || []).map(pageTypeLabel).join('、') || '正文'}）`).join('；') || '无' }, { key: 'suggestion', label: '改进建议', children: review.suggestion || '无' }, { key: 'error', label: '异常', children: review.error || '无' }]} /><Divider />{review.evidence?.map((ev: any, index: number) => <Card size="small" key={index} className="evidence"><Space wrap><Text strong>{ev.document} · {evidencePlace(ev)}</Text><Tag color={ev.page_type === 'body' || ev.page_type === 'appendix' ? 'green' : 'orange'}>{pageTypeLabel(ev.page_type)}</Tag>{ev.historical && <Tag>历史评分引用</Tag>}{ev.target_label && <Tag>{ev.target_label}</Tag>}</Space><Paragraph>{ev.quote}</Paragraph><Space wrap>{ev.url && <a href={ev.url} target="_blank" rel="noreferrer">查看页面文字</a>}{ev.image_url && <a href={ev.image_url} target="_blank" rel="noreferrer">{evidencePreviewLabel(ev)}（核对引文）</a>}</Space></Card>)}<Divider /><Form form={form} layout="vertical"><Form.Item label="教师评分" name="score" rules={[{ required: true, message: '请填写教师评分' }]}><InputNumber min={0} max={review.criterion.max_score} placeholder="请填写" /></Form.Item><Form.Item label="教师评语" name="comment" rules={[{ required: true }]}><Input.TextArea rows={3} /></Form.Item><Form.Item label="修改说明" name="reason"><Input /></Form.Item></Form>{review.score_id && <Button onClick={async () => { try { setRevisions(await api(`/criterion-scores/${review.score_id}/revisions`)); } catch (e) { fail(e); } }}>查看修改记录</Button>}{revisions.length > 0 && <pre className="json-view">{JSON.stringify(revisions, null, 2)}</pre>}</>}</Modal>
   </>;
 }
diff --git a/frontend/tests/batches.spec.ts b/frontend/tests/batches.spec.ts
index 08e09fc..18f404a 100644
--- a/frontend/tests/batches.spec.ts
+++ b/frontend/tests/batches.spec.ts
@@ -183,6 +183,38 @@ test('output validation and insufficient evidence are not presented as network f
   await expect(page.getByText(/缺少或尚不足以支撑判断的目标：计划/)).toBeVisible();
 });
 
+test('score filters isolate actionable rows without hiding zero grades or changing data', async ({ page }) => {
+  await setup(page);
+  const writes: string[] = [];
+  page.on('request', request => { if (request.method() !== 'GET') writes.push(request.url()); });
+  await page.route('**/api/projects/11/scores?*', route => route.fulfill({ json: {
+    student_no: '9000000001', name: '学生甲', topic: '项目', totals: { overall: null }, facts: {},
+    rows: ['scored', 'reviewed', 'needs_review', 'failed', 'unscorable'].map((status, i) => ({
+      criterion: { criterion_id: `stage1.${i}`, category: 'stage1', name: `测试项目${i}`, max_score: 20 },
+      status, model_score: status === 'scored' ? 0 : null, teacher_score: status === 'reviewed' ? 0 : null,
+      final_score: ['scored', 'reviewed'].includes(status) ? 0 : null,
+      error: status === 'failed' ? '模型证据未能匹配检索原文' : '', evidence: [],
+    })),
+  } }));
+  await page.goto('/?page=scores&batch_id=71&project_id=11');
+  await expect(page.getByText('已评分 1 项 · 教师已复核 1 项 · 待处理 3 项', { exact: true })).toBeVisible();
+  const rows = page.getByRole('row').filter({ hasText: '测试项目' });
+  await expect(rows).toHaveCount(5);
+  for (const [option, count, name] of [
+    ['仅待处理（3）', 3, '测试项目2'], ['仅待教师复核（1）', 1, '测试项目2'],
+    ['仅评分失败（1）', 1, '测试项目3'], ['仅材料异常（1）', 1, '测试项目4'],
+    ['全部评分项（5）', 5, '测试项目0'],
+  ] as const) {
+    await page.keyboard.press('Escape');
+    await expect(page.locator('.ant-select-dropdown:visible')).toHaveCount(0);
+    await choose(page, '评分项筛选', option);
+    await expect(rows).toHaveCount(count);
+    await expect(page.getByRole('row').filter({ hasText: name })).toBeVisible();
+  }
+  await expect(page.getByRole('row').filter({ hasText: '测试项目0' })).toContainText('0 / 20');
+  expect(writes).toEqual([]);
+});
+
 test('a slow project list keeps the student specified in a multi-project batch link', async ({ page }) => {
   const state = await setup(page);
   await page.route('**/api/scoring-batches', route => route.fulfill({ json: [{