交叉验证
#76
张
张学敏
学历-经验时间线
gap_years
1
timeline_ok
是
graduation_year
2022
years_experience
3
estimated_work_start
2023
expected_graduation_start
2044
技能-项目一致性
得分
30
声称技能 (25)
数据结构
动态规划
二叉树
图论
排序算法
查找算法
Android 生命周期管理
服务管理框架
OpenGL
嵌入式设备图形界面
UI 底层服务
SQL
PgVector
Faiss
向量数据库
C
C++
Python
C++ STL
Numpy
Pandas
Matplotlib
Pytorch
机器学习
KNN
噪声技能 (1)
贪心算法
项目中验证 (5)
残差连接
归一化
向量数据库
Pytorch
C
仅在摘要中 (7)
服务管理框架
OpenGL
SQL
C
C++
Python
机器学习
无证据 (15)
数据结构
动态规划
二叉树
图论
排序算法
查找算法
Android 生命周期管理
嵌入式设备图形界面
UI 底层服务
PgVector
Faiss
C++ STL
Numpy
Pandas
Matplotlib
矛盾/可疑信号
skill_project_gap
high
29/39 个声称技能在项目和摘要中均无体现: ['数据结构', '动态规划', '二叉树', '图论', '排序算法', '查找算法', 'Android 生命周期管理', '嵌入式设备图形界面']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2022年，经验3.0年，推算开始工作年份与预期毕业年份偏差1年
建议：核实是否有中断、转行或教育经历不完整
完整原始数据
{
"id": 76,
"mysql_resume_id": 92,
"screening_id": 76,
"skill_project_consistency": {
"noisy_skills": [
"贪心算法"
],
"claimed_skills": [
"数据结构",
"动态规划",
"二叉树",
"图论",
"排序算法",
"查找算法",
"Android 生命周期管理",
"服务管理框架",
"OpenGL",
"嵌入式设备图形界面",
"UI 底层服务",
"SQL",
"PgVector",
"Faiss",
"向量数据库",
"C",
"C++",
"Python",
"C++ STL",
"Numpy",
"Pandas",
"Matplotlib",
"Pytorch",
"机器学习",
"KNN"
],
"consistency_score": 30,
"skills_in_summary_only": [
"服务管理框架",
"OpenGL",
"SQL",
"C",
"C++",
"Python",
"机器学习"
],
"skills_without_evidence": [
"数据结构",
"动态规划",
"二叉树",
"图论",
"排序算法",
"查找算法",
"Android 生命周期管理",
"嵌入式设备图形界面",
"UI 底层服务",
"PgVector",
"Faiss",
"C++ STL",
"Numpy",
"Pandas",
"Matplotlib"
],
"skills_verified_in_projects": [
"残差连接",
"归一化",
"向量数据库",
"Pytorch",
"C"
]
},
"education_timeline": {
"gap_years": 1,
"timeline_ok": true,
"graduation_year": 2022,
"years_experience": 3,
"estimated_work_start": 2023,
"expected_graduation_start": 2044
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 30,
"flags": [
{
"type": "skill_project_gap",
"detail": "29\/39 个声称技能在项目和摘要中均无体现: ['数据结构', '动态规划', '二叉树', '图论', '排序算法', '查找算法', 'Android 生命周期管理', '嵌入式设备图形界面']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2022年，经验3.0年，推算开始工作年份与预期毕业年份偏差1年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:47.000000Z",
"resume": {
"id": 92,
"resource_id": 92,
"source_text_sha256": "c6541ef8a470be5fdd4677c48660322dc23f3c232d3527158aca6bbb1ba3c1cf",
"candidate_name": "张学敏",
"age": null,
"phone": "178-6655-3177",
"email": "1070414773@qq.com",
"wechat": "",
"location": "上海",
"highest_degree": "本科",
"school": "大连理工大学",
"major": "软件工程",
"graduation_year": 2022,
"years_experience": 3,
"current_company": "杭州海康威视",
"current_title": "嵌入式软件开发工程师",
"skills_json": [
"数据结构",
"贪心算法",
"动态规划",
"二叉树",
"图论",
"排序算法",
"查找算法",
"Android 生命周期管理",
"服务管理框架",
"OpenGL",
"嵌入式设备图形界面",
"UI 底层服务",
"SQL",
"PgVector",
"Faiss",
"向量数据库",
"C",
"C++",
"Python",
"C++ STL",
"Numpy",
"Pandas",
"Matplotlib",
"Pytorch",
"机器学习",
"KNN",
"朴素贝叶斯",
"线性回归",
"拉索回归",
"岭回归",
"决策树",
"随机森林",
"K-Means",
"归一化",
"Dropout",
"网格搜索",
"残差连接",
"CNN",
"RNN",
"LSTM"
],
"summary": "张学敏，1999年出生，本科毕业于大连理工大学软件工程专业，2022年毕业。2022年7月至2025年4月在杭州海康威视任嵌入式软件开发工程师，负责网络视频摄像机底层UI与服务管理框架设计、开发及维护，参与跨平台适配和项目组管理。项目涉及录像设备数据检索性能优化、UI框架多型号适配、Transformer文本翻译、DeepSeek蒸馏模型微调和树莓派智能寝室管理系统。技能包括C\/C++、Python、Android、OpenGL、SQL、向量数据库、机器学习、深度学习和大模型微调。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/a21e6a9d537d446c_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/a21e6a9d537d446c_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T08:06:14.000000Z",
"updated_at": "2026-06-29T08:06:14.000000Z",
"deleted_at": null
},
"screening": {
"id": 76,
"mysql_resume_id": 92,
"candidate_name": "张学敏",
"age": null,
"highest_degree": "本科",
"school": "大连理工大学",
"years_experience": 3,
"location": "上海",
"current_company": "杭州海康威视",
"skills": [
"数据结构",
"动态规划",
"二叉树",
"图论",
"排序算法",
"查找算法",
"Android 生命周期管理",
"服务管理框架",
"OpenGL",
"嵌入式设备图形界面",
"UI 底层服务",
"SQL",
"PgVector",
"Faiss",
"向量数据库",
"C",
"C++",
"Python",
"C++ STL",
"Numpy",
"Pandas",
"Matplotlib",
"Pytorch",
"机器学习",
"KNN"
],
"parse_quality_score": 90,
"parser_version": "resume-parser-v1.1+codex",
"llm_enhanced": true,
"check_education": {
"label": "学历",
"detail": "学历要求≥本科",
"matched": true,
"evidence": "本科",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际3.0年",
"matched": true,
"evidence": "3.0年",
"severity": "must"
},
"check_core_skill_linux": {
"label": "核心技能",
"detail": "核心技能：精通Linux开发环境",
"matched": false,
"evidence": "未找到相关关键词",
"severity": "must"
},
"bonus_arm": {
"label": "加分项",
"detail": "加分项：ARM架构经验",
"matched": true,
"evidence": "命中: 嵌入式",
"severity": "bonus"
},
"bonus_image": {
"label": "加分项",
"detail": "加分项：图像处理\/计算机视觉",
"matched": true,
"evidence": "命中: 视频",
"severity": "bonus"
},
"bonus_driver": {
"label": "加分项",
"detail": "加分项：驱动开发经验",
"matched": false,
"evidence": "未命中",
"severity": "bonus"
},
"redline_education": "pass",
"redline_experience": "pass",
"redline_linux": "weak",
"redline_location": "risk",
"redline_single_day_off": "pending_interview",
"match_score": 46,
"hard_all_pass": false,
"bonus_hit_count": 2,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "29\/39 个声称技能在项目和摘要中均无体现: ['数据结构', '动态规划', '二叉树', '图论', '排序算法', '查找算法', 'Android 生命周期管理', '嵌入式设备图形界面']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2022年，经验3.0年，推算开始工作年份与预期毕业年份偏差1年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 1,
"timeline_ok": true,
"graduation_year": 2022,
"years_experience": 3,
"estimated_work_start": 2023,
"expected_graduation_start": 2044
},
"overall_consistency": 30,
"skill_contradictions": [],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [
"贪心算法"
],
"claimed_skills": [
"数据结构",
"动态规划",
"二叉树",
"图论",
"排序算法",
"查找算法",
"Android 生命周期管理",
"服务管理框架",
"OpenGL",
"嵌入式设备图形界面",
"UI 底层服务",
"SQL",
"PgVector",
"Faiss",
"向量数据库",
"C",
"C++",
"Python",
"C++ STL",
"Numpy",
"Pandas",
"Matplotlib",
"Pytorch",
"机器学习",
"KNN"
],
"consistency_score": 30,
"skills_in_summary_only": [
"服务管理框架",
"OpenGL",
"SQL",
"C",
"C++",
"Python",
"机器学习"
],
"skills_without_evidence": [
"数据结构",
"动态规划",
"二叉树",
"图论",
"排序算法",
"查找算法",
"Android 生命周期管理",
"嵌入式设备图形界面",
"UI 底层服务",
"PgVector",
"Faiss",
"C++ STL",
"Numpy",
"Pandas",
"Matplotlib"
],
"skills_verified_in_projects": [
"残差连接",
"归一化",
"向量数据库",
"Pytorch",
"C"
]
}
},
"screening_verdict": "pending",
"screening_summary": "存在硬性条件不满足或边界情况，需周总决策",
"pushed_to_feishu": false,
"feishu_message_id": "",
"created_at": "2026-06-29T10:06:47.000000Z",
"updated_at": "2026-06-29T10:43:17.000000Z",
"overall_score": "{\"composite\": 67.3, \"stability\": 58, \"pace_match\": 68, \"tech_power\": 67, \"salary_match\": 77, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"stability_concern\", \"detail\": \"稳定性偏低(评分58\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 58, \"weight\": 0.25, \"rationale\": \"基于3.0年经验 + 公司判断 + 离职信号\", \"confidence\": \"medium\", \"confidence_note\": \"真正稳定性需面试确认职业规划和跳槽原因\"}, \"pace_match\": {\"score\": 68, \"weight\": 0.2, \"rationale\": \"地点: 上海 + 大厂 + 3.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 67, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 3.0年\", \"Linux: 弱\", \"加分: 2\/3\", \"交叉验证一致性: 30%\"], \"rationale\": \"硬性条件匹配 + 经验3.0年 + 5个项目 + 一致性30%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 77, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据3.0年经验+学校+公司+城市推断\", \"confidence\": \"low\"}, \"communication\": {\"score\": 75, \"weight\": 0.05, \"rationale\": \"基于简历文本完整度和结构化程度的代理评估，非真实沟通能力\", \"confidence\": \"low\", \"confidence_note\": \"无法从简历评估真实沟通能力，需技术面验证\"}}"
}
}