交叉验证
#50
李
李月铃
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
75
声称技能 (25)
C
C++
Python
VS2019
VS2015
VS2017
VS2008
QT5.12
Windows
Linux
Git
Svn
TCP
IP
socket网络编程
MFC
电子地图
录像回放
GPS查询
事件查询
视频播放
人脸检测报警
车牌识别展示
双向对讲
麒麟x86系统适配
项目中验证 (10)
人脸检测报警
XML测试用例
MFC
电子地图
双向对讲
GPS查询
事件查询
录像回放
C
视频播放
仅在摘要中 (10)
C
C++
Python
QT5.12
Windows
Linux
Git
Svn
TCP
IP
无证据 (11)
VS2019
VS2015
VS2017
VS2008
MFC
GPS查询
车牌识别展示
麒麟x86系统适配
Linux客户端打包
Excel导出
XML测试用例
矛盾/可疑信号
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": 50,
"mysql_resume_id": 75,
"screening_id": 50,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"Python",
"VS2019",
"VS2015",
"VS2017",
"VS2008",
"QT5.12",
"Windows",
"Linux",
"Git",
"Svn",
"TCP",
"IP",
"socket网络编程",
"MFC",
"电子地图",
"录像回放",
"GPS查询",
"事件查询",
"视频播放",
"人脸检测报警",
"车牌识别展示",
"双向对讲",
"麒麟x86系统适配"
],
"consistency_score": 75,
"skills_in_summary_only": [
"C",
"C++",
"Python",
"QT5.12",
"Windows",
"Linux",
"Git",
"Svn",
"TCP",
"IP"
],
"skills_without_evidence": [
"VS2019",
"VS2015",
"VS2017",
"VS2008",
"MFC",
"GPS查询",
"车牌识别展示",
"麒麟x86系统适配",
"Linux客户端打包",
"Excel导出",
"XML测试用例"
],
"skills_verified_in_projects": [
"人脸检测报警",
"XML测试用例",
"MFC",
"电子地图",
"双向对讲",
"GPS查询",
"事件查询",
"录像回放",
"C",
"视频播放"
]
},
"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": 75,
"flags": [
{
"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": "2026-06-29T10:06:33.000000Z",
"resume": {
"id": 75,
"resource_id": 75,
"source_text_sha256": "0f28f51867d80bf969c66548e6b8477b1ff1cc3cdedcb59da5881e72ac7faf8d",
"target_role": "C++",
"candidate_name": "李月铃",
"age": null,
"phone": "",
"email": "",
"wechat": "",
"location": "",
"highest_degree": "本科",
"school": "合肥大学",
"major": "计算机科学与技术",
"graduation_year": 2021,
"years_experience": 5,
"current_company": "安徽创世科技股份有限公司",
"current_title": "C++软件开发工程师",
"skills_json": [
"C",
"C++",
"Python",
"VS2019",
"VS2015",
"VS2017",
"VS2008",
"QT5.12",
"Windows",
"Linux",
"Git",
"Svn",
"TCP",
"IP",
"socket网络编程",
"MFC",
"电子地图",
"录像回放",
"GPS查询",
"事件查询",
"视频播放",
"人脸检测报警",
"车牌识别展示",
"双向对讲",
"麒麟x86系统适配",
"Linux客户端打包",
"Excel导出",
"XML测试用例"
],
"summary": "李月铃，本科学历，2021年毕业于合肥大学计算机科学与技术专业。2021.05至2026.02在安徽创世科技股份有限公司任C++软件开发工程师，参与智能项目、标准客户端、押运客户端、安徽国动办、应急客户端、国盾、烟草客户端、自动化测试工具等项目。熟悉C\/C++，了解Python，使用VS系列、QT5.12，熟悉Windows和Linux环境、Git\/Svn、TCP\/IP协议和socket网络编程。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/349729f8eb2728ac_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/349729f8eb2728ac_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T07:39:45.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 50,
"mysql_resume_id": 75,
"candidate_name": "李月铃",
"age": null,
"highest_degree": "本科",
"school": "合肥大学",
"years_experience": 5,
"location": "",
"current_company": "安徽创世科技股份有限公司",
"skills": [
"C",
"C++",
"Python",
"VS2019",
"VS2015",
"VS2017",
"VS2008",
"QT5.12",
"Windows",
"Linux",
"Git",
"Svn",
"TCP",
"IP",
"socket网络编程",
"MFC",
"电子地图",
"录像回放",
"GPS查询",
"事件查询",
"视频播放",
"人脸检测报警",
"车牌识别展示",
"双向对讲",
"麒麟x86系统适配"
],
"parse_quality_score": 70,
"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": 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": 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": 46,
"hard_all_pass": false,
"bonus_hit_count": 0,
"cross_reference": {
"flags": [
{
"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": 75,
"skill_contradictions": [],
"field_completeness_pct": 70,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"Python",
"VS2019",
"VS2015",
"VS2017",
"VS2008",
"QT5.12",
"Windows",
"Linux",
"Git",
"Svn",
"TCP",
"IP",
"socket网络编程",
"MFC",
"电子地图",
"录像回放",
"GPS查询",
"事件查询",
"视频播放",
"人脸检测报警",
"车牌识别展示",
"双向对讲",
"麒麟x86系统适配"
],
"consistency_score": 75,
"skills_in_summary_only": [
"C",
"C++",
"Python",
"QT5.12",
"Windows",
"Linux",
"Git",
"Svn",
"TCP",
"IP"
],
"skills_without_evidence": [
"VS2019",
"VS2015",
"VS2017",
"VS2008",
"MFC",
"GPS查询",
"车牌识别展示",
"麒麟x86系统适配",
"Linux客户端打包",
"Excel导出",
"XML测试用例"
],
"skills_verified_in_projects": [
"人脸检测报警",
"XML测试用例",
"MFC",
"电子地图",
"双向对讲",
"GPS查询",
"事件查询",
"录像回放",
"C",
"视频播放"
]
}
},
"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": "2026-06-29T10:06:33.000000Z",
"updated_at": "2026-06-29T10:43:07.000000Z",
"overall_score": "{\"composite\": 70.5, \"stability\": 60, \"pace_match\": 66, \"tech_power\": 75, \"salary_match\": 80, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"stability_concern\", \"detail\": \"稳定性偏低(评分60\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 60, \"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\": 66, \"weight\": 0.2, \"rationale\": \"地点: 未知 + 普通 + 5.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 75, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 5.0年\", \"Linux: 弱\", \"加分: 0\/3\", \"交叉验证一致性: 75%\"], \"rationale\": \"硬性条件匹配 + 经验5.0年 + 10个项目 + 一致性75%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 80, \"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\": 75, \"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\"}}"
}
}