交叉验证
#3
朱
朱先生
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
2012
years_experience
14
estimated_work_start
2012
expected_graduation_start
2034
技能-项目一致性
得分
75
声称技能 (20)
C
C++
Delphi GUI
shell
Linux
Windows
ETCD
分布式仲裁
MiniOS
VNF云化平台
心跳链路检测
高可用设计
主控板1+1冗余备份
第三方设备接入
跨系统集成
视频监控服务端开发
图像处理算法
宫腔镜软件架构设计
RPM包精简
安全编译
噪声技能 (5)
Clean Code
IPD流程
技术文档编写
产品测试
技术支持与培训
项目中验证 (6)
RPM包精简
安全编译
MiniOS
ETCD
VNF云化平台
C
仅在摘要中 (9)
C
C++
Linux
Windows
分布式仲裁
MiniOS
VNF云化平台
第三方设备接入
图像处理算法
无证据 (10)
Delphi GUI
shell
ETCD
心跳链路检测
高可用设计
主控板1+1冗余备份
跨系统集成
视频监控服务端开发
宫腔镜软件架构设计
RPM包精简
矛盾/可疑信号
skill_noise
medium
技能列表含 5 个非技能词汇: ['Clean Code', 'IPD流程', '技术文档编写', '产品测试', '技术支持与培训']
建议：regex 解析噪声，建议 LLM 二次解析
skill_project_gap
high
10/20 个声称技能在项目和摘要中均无体现: ['Delphi GUI', 'shell', 'ETCD', '心跳链路检测', '高可用设计', '主控板1+1冗余备份', '跨系统集成', '视频监控服务端开发']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2012年，经验14.0年，推算开始工作年份与预期毕业年份偏差0年
建议：核实是否有中断、转行或教育经历不完整
skill_platform_contradiction
high
技能/项目经历中平台技术栈与岗位Linux要求不匹配
建议：需面试确认是否有 Linux 经验
技能水平矛盾
Linux
medium
声称：技能列表中声称
证据：项目经历中没有提及 Linux 相关开发
完整原始数据
{
"id": 3,
"mysql_resume_id": 28,
"screening_id": 3,
"skill_project_consistency": {
"noisy_skills": [
"Clean Code",
"IPD流程",
"技术文档编写",
"产品测试",
"技术支持与培训"
],
"claimed_skills": [
"C",
"C++",
"Delphi GUI",
"shell",
"Linux",
"Windows",
"ETCD",
"分布式仲裁",
"MiniOS",
"VNF云化平台",
"心跳链路检测",
"高可用设计",
"主控板1+1冗余备份",
"第三方设备接入",
"跨系统集成",
"视频监控服务端开发",
"图像处理算法",
"宫腔镜软件架构设计",
"RPM包精简",
"安全编译"
],
"consistency_score": 75,
"skills_in_summary_only": [
"C",
"C++",
"Linux",
"Windows",
"分布式仲裁",
"MiniOS",
"VNF云化平台",
"第三方设备接入",
"图像处理算法"
],
"skills_without_evidence": [
"Delphi GUI",
"shell",
"ETCD",
"心跳链路检测",
"高可用设计",
"主控板1+1冗余备份",
"跨系统集成",
"视频监控服务端开发",
"宫腔镜软件架构设计",
"RPM包精简"
],
"skills_verified_in_projects": [
"RPM包精简",
"安全编译",
"MiniOS",
"ETCD",
"VNF云化平台",
"C"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2012,
"years_experience": 14,
"estimated_work_start": 2012,
"expected_graduation_start": 2034
},
"salary_location_check": null,
"skill_level_contradictions": [
{
"skill": "Linux",
"claimed": "技能列表中声称",
"project_evidence": "项目经历中没有提及 Linux 相关开发",
"contradiction_severity": "medium"
}
],
"overall_consistency": 75,
"flags": [
{
"type": "skill_noise",
"detail": "技能列表含 5 个非技能词汇: ['Clean Code', 'IPD流程', '技术文档编写', '产品测试', '技术支持与培训']",
"severity": "medium",
"suggested_check": "regex 解析噪声，建议 LLM 二次解析"
},
{
"type": "skill_project_gap",
"detail": "10\/20 个声称技能在项目和摘要中均无体现: ['Delphi GUI', 'shell', 'ETCD', '心跳链路检测', '高可用设计', '主控板1+1冗余备份', '跨系统集成', '视频监控服务端开发']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2012年，经验14.0年，推算开始工作年份与预期毕业年份偏差0年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
},
{
"type": "skill_platform_contradiction",
"detail": "技能\/项目经历中平台技术栈与岗位Linux要求不匹配",
"severity": "high",
"suggested_check": "需面试确认是否有 Linux 经验"
}
],
"created_at": "2026-06-28T12:16:11.000000Z",
"resume": {
"id": 28,
"resource_id": 28,
"source_text_sha256": "8c2552862a479ec0b9d8eebb72a6b78b116032b78df2824a2acf6731d9b0db08",
"candidate_name": "朱先生",
"age": 39,
"phone": "18069835927",
"email": "393664564@qq.com",
"wechat": "",
"location": "杭州",
"highest_degree": "硕士",
"school": "东南大学",
"major": "微电子学",
"graduation_year": 2012,
"years_experience": 14,
"current_company": "杭州微新医疗科技有限公司",
"current_title": "语音\/视频\/图形开发",
"skills_json": [
"C",
"C++",
"Delphi GUI",
"shell",
"Linux",
"Windows",
"ETCD",
"分布式仲裁",
"MiniOS",
"VNF云化平台",
"心跳链路检测",
"高可用设计",
"主控板1+1冗余备份",
"第三方设备接入",
"跨系统集成",
"视频监控服务端开发",
"图像处理算法",
"宫腔镜软件架构设计",
"RPM包精简",
"安全编译",
"Clean Code",
"IPD流程",
"技术文档编写",
"产品测试",
"技术支持与培训"
],
"summary": "候选人为硕士学历，东南大学微电子学专业，2009年至2012年就读；本科为扬州大学自动化专业。2012年起从事软件开发相关工作，经历杭州海康威视、华为技术有限公司、杭州微新医疗科技有限公司。工作内容涉及C\/C++、Linux\/Windows平台、VNF云化平台、MiniOS、分布式仲裁、视频监控服务端、第三方设备接入、宫腔镜软件架构和图像处理算法等。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/67a9eebf69aa12be_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/67a9eebf69aa12be_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-27T15:15:30.000000Z",
"updated_at": "2026-06-27T15:15:30.000000Z",
"deleted_at": null
},
"screening": {
"id": 3,
"mysql_resume_id": 28,
"candidate_name": "朱先生",
"age": 39,
"highest_degree": "硕士",
"school": "东南大学",
"years_experience": 14,
"location": "杭州",
"current_company": "杭州微新医疗科技有限公司",
"skills": [
"C",
"C++",
"Delphi GUI",
"shell",
"Linux",
"Windows",
"ETCD",
"分布式仲裁",
"MiniOS",
"VNF云化平台",
"心跳链路检测",
"高可用设计",
"主控板1+1冗余备份",
"第三方设备接入",
"跨系统集成",
"视频监控服务端开发",
"图像处理算法",
"宫腔镜软件架构设计",
"RPM包精简",
"安全编译"
],
"parse_quality_score": 100,
"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": "硕士",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际14.0年",
"matched": true,
"evidence": "14.0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": "命中关键词(1\/5): linux",
"severity": "must"
},
"bonus_arm": {
"label": "加分项",
"detail": "加分项：ARM架构经验",
"matched": false,
"evidence": "未命中",
"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: 图像处理, 图像, 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": 56,
"hard_all_pass": false,
"bonus_hit_count": 1,
"cross_reference": {
"flags": [
{
"type": "skill_noise",
"detail": "技能列表含 5 个非技能词汇: ['Clean Code', 'IPD流程', '技术文档编写', '产品测试', '技术支持与培训']",
"severity": "medium",
"suggested_check": "regex 解析噪声，建议 LLM 二次解析"
},
{
"type": "skill_project_gap",
"detail": "10\/20 个声称技能在项目和摘要中均无体现: ['Delphi GUI', 'shell', 'ETCD', '心跳链路检测', '高可用设计', '主控板1+1冗余备份', '跨系统集成', '视频监控服务端开发']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2012年，经验14.0年，推算开始工作年份与预期毕业年份偏差0年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
},
{
"type": "skill_platform_contradiction",
"detail": "技能\/项目经历中平台技术栈与岗位Linux要求不匹配",
"severity": "high",
"suggested_check": "需面试确认是否有 Linux 经验"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2012,
"years_experience": 14,
"estimated_work_start": 2012,
"expected_graduation_start": 2034
},
"overall_consistency": 75,
"skill_contradictions": [
{
"skill": "Linux",
"claimed": "技能列表中声称",
"project_evidence": "项目经历中没有提及 Linux 相关开发",
"contradiction_severity": "medium"
}
],
"field_completeness_pct": 100,
"skill_project_consistency": {
"noisy_skills": [
"Clean Code",
"IPD流程",
"技术文档编写",
"产品测试",
"技术支持与培训"
],
"claimed_skills": [
"C",
"C++",
"Delphi GUI",
"shell",
"Linux",
"Windows",
"ETCD",
"分布式仲裁",
"MiniOS",
"VNF云化平台",
"心跳链路检测",
"高可用设计",
"主控板1+1冗余备份",
"第三方设备接入",
"跨系统集成",
"视频监控服务端开发",
"图像处理算法",
"宫腔镜软件架构设计",
"RPM包精简",
"安全编译"
],
"consistency_score": 75,
"skills_in_summary_only": [
"C",
"C++",
"Linux",
"Windows",
"分布式仲裁",
"MiniOS",
"VNF云化平台",
"第三方设备接入",
"图像处理算法"
],
"skills_without_evidence": [
"Delphi GUI",
"shell",
"ETCD",
"心跳链路检测",
"高可用设计",
"主控板1+1冗余备份",
"跨系统集成",
"视频监控服务端开发",
"宫腔镜软件架构设计",
"RPM包精简"
],
"skills_verified_in_projects": [
"RPM包精简",
"安全编译",
"MiniOS",
"ETCD",
"VNF云化平台",
"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": "2026-06-28T12:16:11.000000Z",
"updated_at": "2026-06-28T12:17:36.000000Z"
}
}