交叉验证
#16
*
***
学历-经验时间线
gap_years
2
timeline_ok
是
graduation_year
2012
years_experience
12
estimated_work_start
2014
expected_graduation_start
2034
技能-项目一致性
得分
53
声称技能 (25)
C++
Qt
MFC
OpenGL
OpenCV
ODA
DXF读取
CAM软件开发
运动控制
西门子五轴系统
RTC卡
激光器控制
机器视觉
图像算法
路径规划
激光刀路生成算法
深度学习
瑕疵检测
神经网络
图像识别
光电检测
嵌入式平台
ARM板卡
TX2
算法移植
项目中验证 (15)
OpenCV
上位机软件
模板匹配
智能相机
MFC
瑕疵检测
嵌入式平台
线扫描相机
运动控制
图像算法
深度学习
机器视觉
神经网络
软件加密
配准算法
仅在摘要中 (5)
C++
Qt
MFC
OpenGL
算法移植
无证据 (15)
OpenCV
ODA
DXF读取
CAM软件开发
西门子五轴系统
RTC卡
激光器控制
路径规划
激光刀路生成算法
图像识别
光电检测
ARM板卡
TX2
算法加速
Matrox板卡
矛盾/可疑信号
skill_project_gap
high
21/39 个声称技能在项目和摘要中均无体现: ['OpenCV', 'ODA', 'DXF读取', 'CAM软件开发', '西门子五轴系统', 'RTC卡', '激光器控制', '路径规划']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2012年，经验12.0年，推算开始工作年份与预期毕业年份偏差2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": 16,
"mysql_resume_id": 36,
"screening_id": 16,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"Qt",
"MFC",
"OpenGL",
"OpenCV",
"ODA",
"DXF读取",
"CAM软件开发",
"运动控制",
"西门子五轴系统",
"RTC卡",
"激光器控制",
"机器视觉",
"图像算法",
"路径规划",
"激光刀路生成算法",
"深度学习",
"瑕疵检测",
"神经网络",
"图像识别",
"光电检测",
"嵌入式平台",
"ARM板卡",
"TX2",
"算法移植"
],
"consistency_score": 53,
"skills_in_summary_only": [
"C++",
"Qt",
"MFC",
"OpenGL",
"算法移植"
],
"skills_without_evidence": [
"OpenCV",
"ODA",
"DXF读取",
"CAM软件开发",
"西门子五轴系统",
"RTC卡",
"激光器控制",
"路径规划",
"激光刀路生成算法",
"图像识别",
"光电检测",
"ARM板卡",
"TX2",
"算法加速",
"Matrox板卡"
],
"skills_verified_in_projects": [
"OpenCV",
"上位机软件",
"模板匹配",
"智能相机",
"MFC",
"瑕疵检测",
"嵌入式平台",
"线扫描相机",
"运动控制",
"图像算法",
"深度学习",
"机器视觉",
"神经网络",
"软件加密",
"配准算法"
]
},
"education_timeline": {
"gap_years": 2,
"timeline_ok": true,
"graduation_year": 2012,
"years_experience": 12,
"estimated_work_start": 2014,
"expected_graduation_start": 2034
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 53,
"flags": [
{
"type": "skill_project_gap",
"detail": "21\/39 个声称技能在项目和摘要中均无体现: ['OpenCV', 'ODA', 'DXF读取', 'CAM软件开发', '西门子五轴系统', 'RTC卡', '激光器控制', '路径规划']",
"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12.0年，推算开始工作年份与预期毕业年份偏差2年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:13.000000Z",
"resume": {
"id": 36,
"resource_id": 36,
"source_text_sha256": "4e72421b0c2af59e508265382efc3a345bccf617f2353e6552e3e4d727d66825",
"target_role": "C++",
"candidate_name": "***",
"age": null,
"phone": "***",
"email": "***",
"wechat": "",
"location": "江苏省-苏州",
"highest_degree": "硕士",
"school": "江南大学",
"major": "测控技术与仪器",
"graduation_year": 2012,
"years_experience": 12,
"current_company": "深圳市瑞珀精工有限责任公司",
"current_title": "c++工程师",
"skills_json": [
"C++",
"Qt",
"MFC",
"OpenGL",
"OpenCV",
"ODA",
"DXF读取",
"CAM软件开发",
"运动控制",
"西门子五轴系统",
"RTC卡",
"激光器控制",
"机器视觉",
"图像算法",
"路径规划",
"激光刀路生成算法",
"深度学习",
"瑕疵检测",
"神经网络",
"图像识别",
"光电检测",
"嵌入式平台",
"ARM板卡",
"TX2",
"算法移植",
"算法加速",
"Matrox板卡",
"MIL软件",
"智能相机",
"线扫描相机",
"模板匹配",
"配准算法",
"3D检测",
"Sentinel HASP",
"硬件选型",
"光源选型",
"界面开发",
"上位机软件",
"软件加密"
],
"summary": "候选人硕士毕业于江南大学测控技术与仪器专业，本科为电气工程及其自动化。2013年起从事软件研发、算法和C++开发工作，经历包括今明视觉、苏州华兴致远、深圳市杰普特光电、深圳市瑞珀精工。工作内容涉及工业视觉、图像检测、深度学习瑕疵检测、运动控制、激光加工、Qt\/MFC界面、CAM软件、DXF图档读取、OpenGL显示、嵌入式平台算法移植等。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/18bb0f6db7daadf9_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/18bb0f6db7daadf9_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T05:43:54.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 16,
"mysql_resume_id": 36,
"candidate_name": "***",
"age": null,
"highest_degree": "硕士",
"school": "江南大学",
"years_experience": 12,
"location": "江苏省-苏州",
"current_company": "深圳市瑞珀精工有限责任公司",
"skills": [
"C++",
"Qt",
"MFC",
"OpenGL",
"OpenCV",
"ODA",
"DXF读取",
"CAM软件开发",
"运动控制",
"西门子五轴系统",
"RTC卡",
"激光器控制",
"机器视觉",
"图像算法",
"路径规划",
"激光刀路生成算法",
"深度学习",
"瑕疵检测",
"神经网络",
"图像识别",
"光电检测",
"嵌入式平台",
"ARM板卡",
"TX2",
"算法移植"
],
"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12.0年",
"matched": true,
"evidence": "12.0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": "未找到相关关键词",
"severity": "must"
},
"bonus_arm": {
"label": "加分项",
"detail": "加分项：ARM架构经验",
"matched": true,
"evidence": "命中: arm, 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": true,
"evidence": "命中: opencv, 图像",
"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": 66,
"hard_all_pass": false,
"bonus_hit_count": 2,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "21\/39 个声称技能在项目和摘要中均无体现: ['OpenCV', 'ODA', 'DXF读取', 'CAM软件开发', '西门子五轴系统', 'RTC卡', '激光器控制', '路径规划']",
"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12.0年，推算开始工作年份与预期毕业年份偏差2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": 2,
"timeline_ok": true,
"graduation_year": 2012,
"years_experience": 12,
"estimated_work_start": 2014,
"expected_graduation_start": 2034
},
"overall_consistency": 53,
"skill_contradictions": [],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"Qt",
"MFC",
"OpenGL",
"OpenCV",
"ODA",
"DXF读取",
"CAM软件开发",
"运动控制",
"西门子五轴系统",
"RTC卡",
"激光器控制",
"机器视觉",
"图像算法",
"路径规划",
"激光刀路生成算法",
"深度学习",
"瑕疵检测",
"神经网络",
"图像识别",
"光电检测",
"嵌入式平台",
"ARM板卡",
"TX2",
"算法移植"
],
"consistency_score": 53,
"skills_in_summary_only": [
"C++",
"Qt",
"MFC",
"OpenGL",
"算法移植"
],
"skills_without_evidence": [
"OpenCV",
"ODA",
"DXF读取",
"CAM软件开发",
"西门子五轴系统",
"RTC卡",
"激光器控制",
"路径规划",
"激光刀路生成算法",
"图像识别",
"光电检测",
"ARM板卡",
"TX2",
"算法加速",
"Matrox板卡"
],
"skills_verified_in_projects": [
"OpenCV",
"上位机软件",
"模板匹配",
"智能相机",
"MFC",
"瑕疵检测",
"嵌入式平台",
"线扫描相机",
"运动控制",
"图像算法",
"深度学习",
"机器视觉",
"神经网络",
"软件加密",
"配准算法"
]
}
},
"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": "2026-06-29T10:06:13.000000Z",
"updated_at": "2026-06-29T10:42:44.000000Z",
"overall_score": "{\"composite\": 78.8, \"stability\": 73, \"pace_match\": 75, \"tech_power\": 90, \"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12.0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 + 12.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 90, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 12.0年\", \"Linux: 弱\", \"加分: 2\/3\", \"交叉验证一致性: 53%\"], \"rationale\": \"硬性条件匹配 + 经验12.0年 + 15个项目 + 一致性53%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 73, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据12.0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\"}}"
}
}