交叉验证
#17
*
***
学历-经验时间线
gap_years
1
timeline_ok
是
graduation_year
2011
years_experience
14
estimated_work_start
2012
expected_graduation_start
2033
技能-项目一致性
得分
51
声称技能 (25)
C++
C语言
Windows编程
Visual Studio
Linux系统编程
MFC
QT
MySQL
SQL Server
OpenCV
Opencascade
CAD模型导入导出
三维图形场景编辑
智能相机
CNN高阶分类
数据库存储
报表输出
数据查询
网口通信
串口通信
频谱监测
信号测向
数据处理
MapInfo
mapx控件
项目中验证 (12)
L2生产控制系统
频谱监测
智能相机
PLC
IMS
数据库存储
数据处理
调试
报表输出
IP
TCP
信号测向
仅在摘要中 (7)
C++
MFC
QT
OpenCV
Opencascade
IMS
Socket通信
无证据 (15)
C语言
Windows编程
Visual Studio
Linux系统编程
MySQL
SQL Server
CAD模型导入导出
三维图形场景编辑
CNN高阶分类
数据查询
网口通信
串口通信
MapInfo
mapx控件
TCP
矛盾/可疑信号
skill_project_gap
high
23/37 个声称技能在项目和摘要中均无体现: ['C语言', 'Windows编程', 'Visual Studio', 'Linux系统编程', 'MySQL', 'SQL Server', 'CAD模型导入导出', '三维图形场景编辑']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2011年，经验14.0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": 17,
"mysql_resume_id": 89,
"screening_id": 17,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"C语言",
"Windows编程",
"Visual Studio",
"Linux系统编程",
"MFC",
"QT",
"MySQL",
"SQL Server",
"OpenCV",
"Opencascade",
"CAD模型导入导出",
"三维图形场景编辑",
"智能相机",
"CNN高阶分类",
"数据库存储",
"报表输出",
"数据查询",
"网口通信",
"串口通信",
"频谱监测",
"信号测向",
"数据处理",
"MapInfo",
"mapx控件"
],
"consistency_score": 51,
"skills_in_summary_only": [
"C++",
"MFC",
"QT",
"OpenCV",
"Opencascade",
"IMS",
"Socket通信"
],
"skills_without_evidence": [
"C语言",
"Windows编程",
"Visual Studio",
"Linux系统编程",
"MySQL",
"SQL Server",
"CAD模型导入导出",
"三维图形场景编辑",
"CNN高阶分类",
"数据查询",
"网口通信",
"串口通信",
"MapInfo",
"mapx控件",
"TCP"
],
"skills_verified_in_projects": [
"L2生产控制系统",
"频谱监测",
"智能相机",
"PLC",
"IMS",
"数据库存储",
"数据处理",
"调试",
"报表输出",
"IP",
"TCP",
"信号测向"
]
},
"education_timeline": {
"gap_years": 1,
"timeline_ok": true,
"graduation_year": 2011,
"years_experience": 14,
"estimated_work_start": 2012,
"expected_graduation_start": 2033
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 51,
"flags": [
{
"type": "skill_project_gap",
"detail": "23\/37 个声称技能在项目和摘要中均无体现: ['C语言', 'Windows编程', 'Visual Studio', 'Linux系统编程', 'MySQL', 'SQL Server', 'CAD模型导入导出', '三维图形场景编辑']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2011年，经验14.0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": "2026-06-29T10:06:14.000000Z",
"resume": {
"id": 89,
"resource_id": 89,
"source_text_sha256": "f4d3c2758b7f20c6666b92b55910010da2b44c367e9c21be7f0dbe1868ce7d5e",
"target_role": "C++",
"candidate_name": "***",
"age": null,
"phone": "***",
"email": "***",
"wechat": "",
"location": "江苏省-苏州",
"highest_degree": "本科",
"school": "南京邮电大学",
"major": "通信工程",
"graduation_year": 2011,
"years_experience": 14,
"current_company": "苏州的一家智能装备公司",
"current_title": "C++",
"skills_json": [
"C++",
"C语言",
"Windows编程",
"Visual Studio",
"Linux系统编程",
"MFC",
"QT",
"MySQL",
"SQL Server",
"OpenCV",
"Opencascade",
"CAD模型导入导出",
"三维图形场景编辑",
"智能相机",
"CNN高阶分类",
"数据库存储",
"报表输出",
"数据查询",
"网口通信",
"串口通信",
"频谱监测",
"信号测向",
"数据处理",
"MapInfo",
"mapx控件",
"IMS",
"TCP",
"IP",
"PLC",
"L2生产控制系统",
"多线程",
"Socket通信",
"工业以太网",
"软件模块设计",
"编码",
"调试",
"软件维护"
],
"summary": "候选人本科毕业于南京邮电大学通信工程专业，2011年毕业。工作经历覆盖上海优控科技、中兴通讯、南京新兴空间电子系统、派姆特科技、杭州百子尖科技等公司，主要从事C++软件工程师、系统产品应用软件开发工程师、软件工程师等岗位。经历包括工业通信软件、IMS应用服务器、无线电和卫星监测系统、测量软件、机器视觉检测系统等开发，涉及C++、MFC、QT、数据库、OpenCV、Opencascade、Socket通信等技术。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/6f72c5a401553cb9_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/6f72c5a401553cb9_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T08:03:02.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 17,
"mysql_resume_id": 89,
"candidate_name": "***",
"age": null,
"highest_degree": "本科",
"school": "南京邮电大学",
"years_experience": 14,
"location": "江苏省-苏州",
"current_company": "苏州的一家智能装备公司",
"skills": [
"C++",
"C语言",
"Windows编程",
"Visual Studio",
"Linux系统编程",
"MFC",
"QT",
"MySQL",
"SQL Server",
"OpenCV",
"Opencascade",
"CAD模型导入导出",
"三维图形场景编辑",
"智能相机",
"CNN高阶分类",
"数据库存储",
"报表输出",
"数据查询",
"网口通信",
"串口通信",
"频谱监测",
"信号测向",
"数据处理",
"MapInfo",
"mapx控件"
],
"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: opencv",
"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": "pass",
"redline_single_day_off": "pending_interview",
"match_score": 56,
"hard_all_pass": false,
"bonus_hit_count": 1,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "23\/37 个声称技能在项目和摘要中均无体现: ['C语言', 'Windows编程', 'Visual Studio', 'Linux系统编程', 'MySQL', 'SQL Server', 'CAD模型导入导出', '三维图形场景编辑']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2011年，经验14.0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": 2011,
"years_experience": 14,
"estimated_work_start": 2012,
"expected_graduation_start": 2033
},
"overall_consistency": 51,
"skill_contradictions": [],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"C语言",
"Windows编程",
"Visual Studio",
"Linux系统编程",
"MFC",
"QT",
"MySQL",
"SQL Server",
"OpenCV",
"Opencascade",
"CAD模型导入导出",
"三维图形场景编辑",
"智能相机",
"CNN高阶分类",
"数据库存储",
"报表输出",
"数据查询",
"网口通信",
"串口通信",
"频谱监测",
"信号测向",
"数据处理",
"MapInfo",
"mapx控件"
],
"consistency_score": 51,
"skills_in_summary_only": [
"C++",
"MFC",
"QT",
"OpenCV",
"Opencascade",
"IMS",
"Socket通信"
],
"skills_without_evidence": [
"C语言",
"Windows编程",
"Visual Studio",
"Linux系统编程",
"MySQL",
"SQL Server",
"CAD模型导入导出",
"三维图形场景编辑",
"CNN高阶分类",
"数据查询",
"网口通信",
"串口通信",
"MapInfo",
"mapx控件",
"TCP"
],
"skills_verified_in_projects": [
"L2生产控制系统",
"频谱监测",
"智能相机",
"PLC",
"IMS",
"数据库存储",
"数据处理",
"调试",
"报表输出",
"IP",
"TCP",
"信号测向"
]
}
},
"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": "2026-06-29T10:06:14.000000Z",
"updated_at": "2026-06-29T10:42:46.000000Z",
"overall_score": "{\"composite\": 77.3, \"stability\": 73, \"pace_match\": 75, \"tech_power\": 85, \"salary_match\": 73, \"communication\": 80, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"salary_slightly_over\", \"detail\": \"薪资略超预算(匹配度73\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "approve",
"score_breakdown": "{\"stability\": {\"score\": 73, \"weight\": 0.25, \"rationale\": \"基于14.0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\": 75, \"weight\": 0.2, \"rationale\": \"地点: 苏州✅ + 普通 + 14.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 85, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 14.0年\", \"Linux: 弱\", \"加分: 1\/3\", \"交叉验证一致性: 51%\"], \"rationale\": \"硬性条件匹配 + 经验14.0年 + 12个项目 + 一致性51%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 73, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据14.0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\"}}"
}
}