交叉验证
#57
李
李明光
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
years_experience
3
estimated_work_start
2023
expected_graduation_start
技能-项目一致性
得分
48
声称技能 (25)
C++
C++17
多线程
STL
数据结构算法
VS
Git
Wireshark
CMake
Conan
设计模式
单例模式
工厂模式
观察者模式
MVC
适配器模式
Linux
系统调用
TCP
SDK开发
Qt
OpenGL
网格处理算法
前后端接口协议制定
组态软件服务端开发
项目中验证 (5)
网格处理算法
Qt
OpenGL
SDK开发
TCP
仅在摘要中 (7)
C++
C++17
多线程
STL
设计模式
Linux
组态软件服务端开发
无证据 (15)
数据结构算法
VS
Git
Wireshark
CMake
Conan
单例模式
工厂模式
观察者模式
MVC
适配器模式
系统调用
TCP
SDK开发
Qt
矛盾/可疑信号
skill_project_gap
high
17/25 个声称技能在项目和摘要中均无体现: ['数据结构算法', 'VS', 'Git', 'Wireshark', 'CMake', 'Conan', '单例模式', '工厂模式']
建议：面试时验证这些技能的真实性
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": 57,
"mysql_resume_id": 102,
"screening_id": 57,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"C++17",
"多线程",
"STL",
"数据结构算法",
"VS",
"Git",
"Wireshark",
"CMake",
"Conan",
"设计模式",
"单例模式",
"工厂模式",
"观察者模式",
"MVC",
"适配器模式",
"Linux",
"系统调用",
"TCP",
"SDK开发",
"Qt",
"OpenGL",
"网格处理算法",
"前后端接口协议制定",
"组态软件服务端开发"
],
"consistency_score": 48,
"skills_in_summary_only": [
"C++",
"C++17",
"多线程",
"STL",
"设计模式",
"Linux",
"组态软件服务端开发"
],
"skills_without_evidence": [
"数据结构算法",
"VS",
"Git",
"Wireshark",
"CMake",
"Conan",
"单例模式",
"工厂模式",
"观察者模式",
"MVC",
"适配器模式",
"系统调用",
"TCP",
"SDK开发",
"Qt"
],
"skills_verified_in_projects": [
"网格处理算法",
"Qt",
"OpenGL",
"SDK开发",
"TCP"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": null,
"years_experience": 3,
"estimated_work_start": 2023,
"expected_graduation_start": null
},
"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": 48,
"flags": [
{
"type": "skill_project_gap",
"detail": "17\/25 个声称技能在项目和摘要中均无体现: ['数据结构算法', 'VS', 'Git', 'Wireshark', 'CMake', 'Conan', '单例模式', '工厂模式']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"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": "2026-06-29T10:06:36.000000Z",
"resume": {
"id": 102,
"resource_id": 102,
"source_text_sha256": "7a4761c4d734f591158a7c9a0c57522e568cb2537ab824e0afaed2532041c09c",
"candidate_name": "李明光",
"age": null,
"phone": "18868120131",
"email": "844889116@qq.com",
"wechat": "",
"location": "杭州市余杭区",
"highest_degree": "本科",
"school": "浙江大学",
"major": "软件工程",
"graduation_year": null,
"years_experience": 3,
"current_company": "思看科技（杭州）股份有限公司",
"current_title": "C++软件开发工程师",
"skills_json": [
"C++",
"C++17",
"多线程",
"STL",
"数据结构算法",
"VS",
"Git",
"Wireshark",
"CMake",
"Conan",
"设计模式",
"单例模式",
"工厂模式",
"观察者模式",
"MVC",
"适配器模式",
"Linux",
"系统调用",
"TCP",
"SDK开发",
"Qt",
"OpenGL",
"网格处理算法",
"前后端接口协议制定",
"组态软件服务端开发"
],
"summary": "李明光，本科学历，浙江大学软件工程专业，求职意向为C++软件开发工程师。原文写有3年2个月C++软件开发经验。曾在浙江省中控技术股份有限公司负责下一代组态软件服务端开发、接口协议制定、报警系统、配置文件加载器、编译器系统及监控软件功能开发调试；现任思看科技（杭州）股份有限公司C++软件开发工程师，负责软件SDK、3DVok法医测量功能和标记点拼接功能移植。熟悉C++、多线程、STL、常用开发工具、设计模式、C++17、Linux，具备大学英语六级证书并熟悉部分日语。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/ad64379522ac32a2_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/ad64379522ac32a2_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T08:15:17.000000Z",
"updated_at": "2026-06-29T08:15:17.000000Z",
"deleted_at": null
},
"screening": {
"id": 57,
"mysql_resume_id": 102,
"candidate_name": "李明光",
"age": null,
"highest_degree": "本科",
"school": "浙江大学",
"years_experience": 3,
"location": "杭州市余杭区",
"current_company": "思看科技（杭州）股份有限公司",
"skills": [
"C++",
"C++17",
"多线程",
"STL",
"数据结构算法",
"VS",
"Git",
"Wireshark",
"CMake",
"Conan",
"设计模式",
"单例模式",
"工厂模式",
"观察者模式",
"MVC",
"适配器模式",
"Linux",
"系统调用",
"TCP",
"SDK开发",
"Qt",
"OpenGL",
"网格处理算法",
"前后端接口协议制定",
"组态软件服务端开发"
],
"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": true,
"evidence": "命中关键词(2\/5): linux, cmake",
"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": 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": "risk",
"redline_single_day_off": "pending_interview",
"match_score": 50,
"hard_all_pass": true,
"bonus_hit_count": 0,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "17\/25 个声称技能在项目和摘要中均无体现: ['数据结构算法', 'VS', 'Git', 'Wireshark', 'CMake', 'Conan', '单例模式', '工厂模式']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"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": null,
"years_experience": 3,
"estimated_work_start": 2023,
"expected_graduation_start": null
},
"overall_consistency": 48,
"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++17",
"多线程",
"STL",
"数据结构算法",
"VS",
"Git",
"Wireshark",
"CMake",
"Conan",
"设计模式",
"单例模式",
"工厂模式",
"观察者模式",
"MVC",
"适配器模式",
"Linux",
"系统调用",
"TCP",
"SDK开发",
"Qt",
"OpenGL",
"网格处理算法",
"前后端接口协议制定",
"组态软件服务端开发"
],
"consistency_score": 48,
"skills_in_summary_only": [
"C++",
"C++17",
"多线程",
"STL",
"设计模式",
"Linux",
"组态软件服务端开发"
],
"skills_without_evidence": [
"数据结构算法",
"VS",
"Git",
"Wireshark",
"CMake",
"Conan",
"单例模式",
"工厂模式",
"观察者模式",
"MVC",
"适配器模式",
"系统调用",
"TCP",
"SDK开发",
"Qt"
],
"skills_verified_in_projects": [
"网格处理算法",
"Qt",
"OpenGL",
"SDK开发",
"TCP"
]
}
},
"screening_verdict": "pending",
"screening_summary": "硬性条件通过但匹配度偏低(50%)，需人工判断",
"pushed_to_feishu": false,
"feishu_message_id": "",
"created_at": "2026-06-29T10:06:36.000000Z",
"updated_at": "2026-06-29T10:43:10.000000Z",
"overall_score": "{\"composite\": 70.0, \"stability\": 61, \"pace_match\": 56, \"tech_power\": 77, \"salary_match\": 82, \"communication\": 80, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"stability_concern\", \"detail\": \"稳定性偏低(评分61\/100)\", \"severity\": \"medium\"}, {\"type\": \"pace_concern\", \"detail\": \"节奏匹配度偏低(评分56\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 61, \"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\": 56, \"weight\": 0.2, \"rationale\": \"地点: 杭州市余杭区 + 普通 + 3.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 77, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 3.0年\", \"Linux: 通过\", \"加分: 0\/3\", \"交叉验证一致性: 48%\"], \"rationale\": \"硬性条件匹配 + 经验3.0年 + 5个项目 + 一致性48%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 82, \"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\": 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\"}}"
}
}