交叉验证
#18
王
王宇涵
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
2021
years_experience
5
estimated_work_start
2021
expected_graduation_start
2043
技能-项目一致性
得分
66
声称技能 (25)
C
C++
算法
机器学习
gdb
CMake
UML
gtest
lua
MML
FlameGraph
OpenSSL
802.1X
EAP
TLS
IKEv2
信号量
异步消息
多线程
红黑树
Wireshark
汇编语言
Transformer
对比学习
药物设计
项目中验证 (15)
EAP
lua
高通量虚拟筛选
Transformer
TLS
药物设计
信号量
分子与蛋白质结合亲和力预测
多线程
OpenSSL
对比学习
802.1X
IKEv2
gtest
异步消息
仅在摘要中 (6)
C
C++
算法
OpenSSL
802.1X
IKEv2
无证据 (15)
gdb
CMake
UML
MML
FlameGraph
EAP
TLS
红黑树
Wireshark
汇编语言
Transformer
分子与蛋白质结合位点预测
Python
RDKit
Biopython
矛盾/可疑信号
skill_project_gap
high
17/33 个声称技能在项目和摘要中均无体现: ['gdb', 'CMake', 'UML', 'MML', 'FlameGraph', 'EAP', 'TLS', '红黑树']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2021年，经验5.0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
完整原始数据
{
"id": 18,
"mysql_resume_id": 41,
"screening_id": 18,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"算法",
"机器学习",
"gdb",
"CMake",
"UML",
"gtest",
"lua",
"MML",
"FlameGraph",
"OpenSSL",
"802.1X",
"EAP",
"TLS",
"IKEv2",
"信号量",
"异步消息",
"多线程",
"红黑树",
"Wireshark",
"汇编语言",
"Transformer",
"对比学习",
"药物设计"
],
"consistency_score": 66,
"skills_in_summary_only": [
"C",
"C++",
"算法",
"OpenSSL",
"802.1X",
"IKEv2"
],
"skills_without_evidence": [
"gdb",
"CMake",
"UML",
"MML",
"FlameGraph",
"EAP",
"TLS",
"红黑树",
"Wireshark",
"汇编语言",
"Transformer",
"分子与蛋白质结合位点预测",
"Python",
"RDKit",
"Biopython"
],
"skills_verified_in_projects": [
"EAP",
"lua",
"高通量虚拟筛选",
"Transformer",
"TLS",
"药物设计",
"信号量",
"分子与蛋白质结合亲和力预测",
"多线程",
"OpenSSL",
"对比学习",
"802.1X",
"IKEv2",
"gtest",
"异步消息"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2021,
"years_experience": 5,
"estimated_work_start": 2021,
"expected_graduation_start": 2043
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 66,
"flags": [
{
"type": "skill_project_gap",
"detail": "17\/33 个声称技能在项目和摘要中均无体现: ['gdb', 'CMake', 'UML', 'MML', 'FlameGraph', 'EAP', 'TLS', '红黑树']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2021年，经验5.0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"
}
],
"created_at": "2026-06-29T10:06:14.000000Z",
"resume": {
"id": 41,
"resource_id": 41,
"source_text_sha256": "e7549ff3e01237d1542c3eece481708f8b4645f57fd9005d212dccfeebf3b36a",
"target_role": "C++",
"candidate_name": "王宇涵",
"age": 29,
"phone": "",
"email": "",
"wechat": "",
"location": "上海",
"highest_degree": "硕士",
"school": "华东师范大学",
"major": "计算数学",
"graduation_year": 2021,
"years_experience": 5,
"current_company": "上海华为技术有限公司",
"current_title": "C\/C++",
"skills_json": [
"C",
"C++",
"算法",
"机器学习",
"gdb",
"CMake",
"UML",
"gtest",
"lua",
"MML",
"FlameGraph",
"OpenSSL",
"802.1X",
"EAP",
"TLS",
"IKEv2",
"信号量",
"异步消息",
"多线程",
"红黑树",
"Wireshark",
"汇编语言",
"Transformer",
"对比学习",
"药物设计",
"分子与蛋白质结合亲和力预测",
"分子与蛋白质结合位点预测",
"高通量虚拟筛选",
"Python",
"RDKit",
"Biopython",
"序列对齐",
"广度优先搜索"
],
"summary": "王宇涵，男，29岁，5年工作经验，求职意向为C\/C++\/算法，期望城市上海。硕士毕业于华东师范大学计算数学专业，本科毕业于辽宁大学数学与应用数学专业。曾在上海宇道生物技术有限公司从事机器学习模型开发，应用于药物设计领域；2022年8月至今在上海华为技术有限公司从事C\/C++相关开发，涉及802.1X、IKEv2、OpenSSL、性能优化、测试、维护和项目交付。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/bf88233d1a720615_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/bf88233d1a720615_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T05:48:58.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 18,
"mysql_resume_id": 41,
"candidate_name": "王宇涵",
"age": 29,
"highest_degree": "硕士",
"school": "华东师范大学",
"years_experience": 5,
"location": "上海",
"current_company": "上海华为技术有限公司",
"skills": [
"C",
"C++",
"算法",
"机器学习",
"gdb",
"CMake",
"UML",
"gtest",
"lua",
"MML",
"FlameGraph",
"OpenSSL",
"802.1X",
"EAP",
"TLS",
"IKEv2",
"信号量",
"异步消息",
"多线程",
"红黑树",
"Wireshark",
"汇编语言",
"Transformer",
"对比学习",
"药物设计"
],
"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": "硕士",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际5.0年",
"matched": true,
"evidence": "5.0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): gdb, 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": 70,
"hard_all_pass": true,
"bonus_hit_count": 0,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "17\/33 个声称技能在项目和摘要中均无体现: ['gdb', 'CMake', 'UML', 'MML', 'FlameGraph', 'EAP', 'TLS', '红黑树']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2021年，经验5.0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"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2021,
"years_experience": 5,
"estimated_work_start": 2021,
"expected_graduation_start": 2043
},
"overall_consistency": 66,
"skill_contradictions": [],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"算法",
"机器学习",
"gdb",
"CMake",
"UML",
"gtest",
"lua",
"MML",
"FlameGraph",
"OpenSSL",
"802.1X",
"EAP",
"TLS",
"IKEv2",
"信号量",
"异步消息",
"多线程",
"红黑树",
"Wireshark",
"汇编语言",
"Transformer",
"对比学习",
"药物设计"
],
"consistency_score": 66,
"skills_in_summary_only": [
"C",
"C++",
"算法",
"OpenSSL",
"802.1X",
"IKEv2"
],
"skills_without_evidence": [
"gdb",
"CMake",
"UML",
"MML",
"FlameGraph",
"EAP",
"TLS",
"红黑树",
"Wireshark",
"汇编语言",
"Transformer",
"分子与蛋白质结合位点预测",
"Python",
"RDKit",
"Biopython"
],
"skills_verified_in_projects": [
"EAP",
"lua",
"高通量虚拟筛选",
"Transformer",
"TLS",
"药物设计",
"信号量",
"分子与蛋白质结合亲和力预测",
"多线程",
"OpenSSL",
"对比学习",
"802.1X",
"IKEv2",
"gtest",
"异步消息"
]
}
},
"screening_verdict": "pass",
"screening_summary": "硬性条件全部通过，匹配度70%，加分项0\/3，建议周总审核进入技术面",
"pushed_to_feishu": false,
"feishu_message_id": "",
"created_at": "2026-06-29T10:06:14.000000Z",
"updated_at": "2026-06-29T10:42:46.000000Z",
"overall_score": "{\"composite\": 77.3, \"stability\": 65, \"pace_match\": 68, \"tech_power\": 95, \"salary_match\": 75, \"communication\": 80, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": null,
"recommended_action": "approve",
"score_breakdown": "{\"stability\": {\"score\": 65, \"weight\": 0.25, \"rationale\": \"基于5.0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 + 5.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 95, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 5.0年\", \"Linux: 通过\", \"加分: 0\/3\", \"交叉验证一致性: 66%\"], \"rationale\": \"硬性条件匹配 + 经验5.0年 + 15个项目 + 一致性66%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 75, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据5.0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\"}}"
}
}