交叉验证
#28
李
李涛
学历-经验时间线
gap_years
3
timeline_ok
是
graduation_year
2008
years_experience
15
estimated_work_start
2011
expected_graduation_start
2030
技能-项目一致性
得分
15
声称技能 (25)
C
C++
C++11
STL
MFC
Qt
C#
数据结构
算法
多线程
多进程
网络编程
设计模式
UML
编译链接加载
Linux
Linux内核
Linux应用编程
Shell
Makefile
任务调度
中断机制
内存管理
VFS
进程间通信
项目中验证 (5)
进程间通信
算法
epoll
IP
C
仅在摘要中 (1)
C
无证据 (15)
C++
C++11
STL
MFC
Qt
C#
数据结构
多线程
多进程
网络编程
设计模式
UML
编译链接加载
Linux
Linux内核
矛盾/可疑信号
skill_project_gap
high
36/40 个声称技能在项目和摘要中均无体现: ['C++', 'C++11', 'STL', 'MFC', 'Qt', 'C#', '数据结构', '多线程']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2008年，经验15.0年，推算开始工作年份与预期毕业年份偏差3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": 28,
"mysql_resume_id": 78,
"screening_id": 28,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"C++11",
"STL",
"MFC",
"Qt",
"C#",
"数据结构",
"算法",
"多线程",
"多进程",
"网络编程",
"设计模式",
"UML",
"编译链接加载",
"Linux",
"Linux内核",
"Linux应用编程",
"Shell",
"Makefile",
"任务调度",
"中断机制",
"内存管理",
"VFS",
"进程间通信"
],
"consistency_score": 15,
"skills_in_summary_only": [
"C"
],
"skills_without_evidence": [
"C++",
"C++11",
"STL",
"MFC",
"Qt",
"C#",
"数据结构",
"多线程",
"多进程",
"网络编程",
"设计模式",
"UML",
"编译链接加载",
"Linux",
"Linux内核"
],
"skills_verified_in_projects": [
"进程间通信",
"算法",
"epoll",
"IP",
"C"
]
},
"education_timeline": {
"gap_years": 3,
"timeline_ok": true,
"graduation_year": 2008,
"years_experience": 15,
"estimated_work_start": 2011,
"expected_graduation_start": 2030
},
"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": 15,
"flags": [
{
"type": "skill_project_gap",
"detail": "36\/40 个声称技能在项目和摘要中均无体现: ['C++', 'C++11', 'STL', 'MFC', 'Qt', 'C#', '数据结构', '多线程']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2008年，经验15.0年，推算开始工作年份与预期毕业年份偏差3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": "2026-06-29T10:06:22.000000Z",
"resume": {
"id": 78,
"resource_id": 78,
"source_text_sha256": "2037d8124b1fa57fa459fd21384235a7bc950df9bf836ddaff387928de42bfa9",
"target_role": "C++",
"candidate_name": "李涛",
"age": 39,
"phone": "18588270026",
"email": "412328611@qq.com",
"wechat": "",
"location": "",
"highest_degree": "本科",
"school": "大连理工大学",
"major": "网络工程专业",
"graduation_year": 2008,
"years_experience": 15,
"current_company": "乐动机器人有限公司",
"current_title": "基础组owner",
"skills_json": [
"C",
"C++",
"C++11",
"STL",
"MFC",
"Qt",
"C#",
"数据结构",
"算法",
"多线程",
"多进程",
"网络编程",
"设计模式",
"UML",
"编译链接加载",
"Linux",
"Linux内核",
"Linux应用编程",
"Shell",
"Makefile",
"任务调度",
"中断机制",
"内存管理",
"VFS",
"进程间通信",
"线程同步",
"epoll",
"select",
"pool",
"Windows",
"Win32",
"hook",
"socket网络编程",
"COM组件编程",
"Windbg",
"HTTPS",
"HTTP",
"TCP",
"IP",
"WebSocket"
],
"summary": "李涛，本科毕业于大连理工大学网络工程专业，2008年毕业，英语CET6，持有信息系统项目管理师证书。2008年至2023年先后在北京和协航电、华为、腾讯、帧观德芯、乐动机器人从事软件开发、系统设计、嵌入式设备、物联网后台、分布式文件系统、CDN、扫地机器人和医疗内窥镜系统相关工作，最近职位为基础组owner。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/6f43995cce8e758b_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/6f43995cce8e758b_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T07:51:32.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 28,
"mysql_resume_id": 78,
"candidate_name": "李涛",
"age": 39,
"highest_degree": "本科",
"school": "大连理工大学",
"years_experience": 15,
"location": "",
"current_company": "乐动机器人有限公司",
"skills": [
"C",
"C++",
"C++11",
"STL",
"MFC",
"Qt",
"C#",
"数据结构",
"算法",
"多线程",
"多进程",
"网络编程",
"设计模式",
"UML",
"编译链接加载",
"Linux",
"Linux内核",
"Linux应用编程",
"Shell",
"Makefile",
"任务调度",
"中断机制",
"内存管理",
"VFS",
"进程间通信"
],
"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15.0年",
"matched": true,
"evidence": "15.0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": true,
"evidence": "命中关键词(2\/5): linux, makefile",
"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": false,
"evidence": "未命中",
"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": "pass",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 60,
"hard_all_pass": true,
"bonus_hit_count": 1,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "36\/40 个声称技能在项目和摘要中均无体现: ['C++', 'C++11', 'STL', 'MFC', 'Qt', 'C#', '数据结构', '多线程']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2008年，经验15.0年，推算开始工作年份与预期毕业年份偏差3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": 3,
"timeline_ok": true,
"graduation_year": 2008,
"years_experience": 15,
"estimated_work_start": 2011,
"expected_graduation_start": 2030
},
"overall_consistency": 15,
"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": 90,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"C++11",
"STL",
"MFC",
"Qt",
"C#",
"数据结构",
"算法",
"多线程",
"多进程",
"网络编程",
"设计模式",
"UML",
"编译链接加载",
"Linux",
"Linux内核",
"Linux应用编程",
"Shell",
"Makefile",
"任务调度",
"中断机制",
"内存管理",
"VFS",
"进程间通信"
],
"consistency_score": 15,
"skills_in_summary_only": [
"C"
],
"skills_without_evidence": [
"C++",
"C++11",
"STL",
"MFC",
"Qt",
"C#",
"数据结构",
"多线程",
"多进程",
"网络编程",
"设计模式",
"UML",
"编译链接加载",
"Linux",
"Linux内核"
],
"skills_verified_in_projects": [
"进程间通信",
"算法",
"epoll",
"IP",
"C"
]
}
},
"screening_verdict": "pending",
"screening_summary": "硬性条件通过但匹配度偏低(60%)，需人工判断",
"pushed_to_feishu": false,
"feishu_message_id": "",
"created_at": "2026-06-29T10:06:22.000000Z",
"updated_at": "2026-06-29T10:42:56.000000Z",
"overall_score": "{\"composite\": 73.5, \"stability\": 80, \"pace_match\": 58, \"tech_power\": 85, \"salary_match\": 62, \"communication\": 80, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"pace_concern\", \"detail\": \"节奏匹配度偏低(评分58\/100)\", \"severity\": \"medium\"}, {\"type\": \"salary_slightly_over\", \"detail\": \"薪资略超预算(匹配度62\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 80, \"weight\": 0.25, \"rationale\": \"基于15.0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\": 58, \"weight\": 0.2, \"rationale\": \"地点: 未知 + 普通 + 15.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 85, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 15.0年\", \"Linux: 通过\", \"加分: 1\/3\", \"交叉验证一致性: 15%\"], \"rationale\": \"硬性条件匹配 + 经验15.0年 + 5个项目 + 一致性15%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 62, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据15.0年经验+学校+公司+城市推断\", \"confidence\": \"low\"}, \"communication\": {\"score\": 80, \"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\"}}"
}
}