交叉验证
#88
田
田聪
学历-经验时间线
gap_years
1
timeline_ok
是
graduation_year
2023
years_experience
2.5
estimated_work_start
2024
expected_graduation_start
2045
技能-项目一致性
得分
64
声称技能 (25)
C++
STL
面向对象设计
设计模式
Qt
GUI开发
Qt Widgets
Qt Quick
QML
Windows开发
Linux开发
编译调试
多线程编程
网络编程
TCP
IP
HTTP
socket
高并发处理
MySQL
Git
MFC
CAD绘图
线程池
QtConcurrent
项目中验证 (11)
PIMPL
HTTP
MFC
QSS
Qt
Qt Designer
C++
线程池
C
设计模式
QtConcurrent
仅在摘要中 (9)
C++
STL
Qt
Linux开发
网络编程
MySQL
Git
MFC
C
无证据 (15)
面向对象设计
GUI开发
Qt Widgets
Qt Quick
QML
Windows开发
编译调试
多线程编程
TCP
IP
HTTP
socket
高并发处理
CAD绘图
QtConcurrent
矛盾/可疑信号
skill_project_gap
high
20/31 个声称技能在项目和摘要中均无体现: ['面向对象设计', 'GUI开发', 'Qt Widgets', 'Qt Quick', 'QML', 'Windows开发', '编译调试', '多线程编程']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2023年，经验2.5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": 88,
"mysql_resume_id": 47,
"screening_id": 88,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"STL",
"面向对象设计",
"设计模式",
"Qt",
"GUI开发",
"Qt Widgets",
"Qt Quick",
"QML",
"Windows开发",
"Linux开发",
"编译调试",
"多线程编程",
"网络编程",
"TCP",
"IP",
"HTTP",
"socket",
"高并发处理",
"MySQL",
"Git",
"MFC",
"CAD绘图",
"线程池",
"QtConcurrent"
],
"consistency_score": 64,
"skills_in_summary_only": [
"C++",
"STL",
"Qt",
"Linux开发",
"网络编程",
"MySQL",
"Git",
"MFC",
"C"
],
"skills_without_evidence": [
"面向对象设计",
"GUI开发",
"Qt Widgets",
"Qt Quick",
"QML",
"Windows开发",
"编译调试",
"多线程编程",
"TCP",
"IP",
"HTTP",
"socket",
"高并发处理",
"CAD绘图",
"QtConcurrent"
],
"skills_verified_in_projects": [
"PIMPL",
"HTTP",
"MFC",
"QSS",
"Qt",
"Qt Designer",
"C++",
"线程池",
"C",
"设计模式",
"QtConcurrent"
]
},
"education_timeline": {
"gap_years": 1,
"timeline_ok": true,
"graduation_year": 2023,
"years_experience": 2.5,
"estimated_work_start": 2024,
"expected_graduation_start": 2045
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 64,
"flags": [
{
"type": "skill_project_gap",
"detail": "20\/31 个声称技能在项目和摘要中均无体现: ['面向对象设计', 'GUI开发', 'Qt Widgets', 'Qt Quick', 'QML', 'Windows开发', '编译调试', '多线程编程']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2023年，经验2.5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": "2026-06-29T10:06:53.000000Z",
"resume": {
"id": 47,
"resource_id": 47,
"source_text_sha256": "4ac3edd911ec9d33fac9426edda1034b34a7649719899f3196ea329c5a68566c",
"target_role": "C++",
"candidate_name": "田聪",
"age": 24,
"phone": "18355927553",
"email": "nihil1729@qq.com",
"wechat": "",
"location": "",
"highest_degree": "本科",
"school": "合肥工业大学",
"major": "数学与应用数学",
"graduation_year": 2023,
"years_experience": 2,
"current_company": "合肥益筑信息科技有限公司",
"current_title": "C++研发工程师",
"skills_json": [
"C++",
"STL",
"面向对象设计",
"设计模式",
"Qt",
"GUI开发",
"Qt Widgets",
"Qt Quick",
"QML",
"Windows开发",
"Linux开发",
"编译调试",
"多线程编程",
"网络编程",
"TCP",
"IP",
"HTTP",
"socket",
"高并发处理",
"MySQL",
"Git",
"MFC",
"CAD绘图",
"线程池",
"QtConcurrent",
"Qt Designer",
"QSS",
"PIMPL",
"DICOM",
"C",
"S架构"
],
"summary": "田聪，本科毕业于合肥工业大学数学与应用数学专业，2023年毕业。曾任福建自贸试验区厦门片区Manteia数据科技有限公司C++开发工程师、合肥益筑信息科技有限公司C++研发工程师，参与智能放疗图像工作站和钢结构后处理软件开发。技能包括C++、STL、Qt、MFC、多线程、网络编程、MySQL、Git、Windows\/Linux开发等。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/de9f0e7897b46612_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/de9f0e7897b46612_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T05:53:53.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 88,
"mysql_resume_id": 47,
"candidate_name": "田聪",
"age": 24,
"highest_degree": "本科",
"school": "合肥工业大学",
"years_experience": 2.5,
"location": "",
"current_company": "合肥益筑信息科技有限公司",
"skills": [
"C++",
"STL",
"面向对象设计",
"设计模式",
"Qt",
"GUI开发",
"Qt Widgets",
"Qt Quick",
"QML",
"Windows开发",
"Linux开发",
"编译调试",
"多线程编程",
"网络编程",
"TCP",
"IP",
"HTTP",
"socket",
"高并发处理",
"MySQL",
"Git",
"MFC",
"CAD绘图",
"线程池",
"QtConcurrent"
],
"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2.5年",
"matched": false,
"evidence": "2.5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: 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": "warning",
"redline_linux": "weak",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 33,
"hard_all_pass": false,
"bonus_hit_count": 1,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "20\/31 个声称技能在项目和摘要中均无体现: ['面向对象设计', 'GUI开发', 'Qt Widgets', 'Qt Quick', 'QML', 'Windows开发', '编译调试', '多线程编程']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2023年，经验2.5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": 2023,
"years_experience": 2.5,
"estimated_work_start": 2024,
"expected_graduation_start": 2045
},
"overall_consistency": 64,
"skill_contradictions": [],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"STL",
"面向对象设计",
"设计模式",
"Qt",
"GUI开发",
"Qt Widgets",
"Qt Quick",
"QML",
"Windows开发",
"Linux开发",
"编译调试",
"多线程编程",
"网络编程",
"TCP",
"IP",
"HTTP",
"socket",
"高并发处理",
"MySQL",
"Git",
"MFC",
"CAD绘图",
"线程池",
"QtConcurrent"
],
"consistency_score": 64,
"skills_in_summary_only": [
"C++",
"STL",
"Qt",
"Linux开发",
"网络编程",
"MySQL",
"Git",
"MFC",
"C"
],
"skills_without_evidence": [
"面向对象设计",
"GUI开发",
"Qt Widgets",
"Qt Quick",
"QML",
"Windows开发",
"编译调试",
"多线程编程",
"TCP",
"IP",
"HTTP",
"socket",
"高并发处理",
"CAD绘图",
"QtConcurrent"
],
"skills_verified_in_projects": [
"PIMPL",
"HTTP",
"MFC",
"QSS",
"Qt",
"Qt Designer",
"C++",
"线程池",
"C",
"设计模式",
"QtConcurrent"
]
}
},
"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": "2026-06-29T10:06:53.000000Z",
"updated_at": "2026-06-29T10:43:23.000000Z",
"overall_score": "{\"composite\": 61.0, \"stability\": 45, \"pace_match\": 68, \"tech_power\": 55, \"salary_match\": 78, \"communication\": 80, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"tech_borderline\", \"detail\": \"技术力偏低(评分55\/100)，建议技术面重点考察\", \"severity\": \"medium\"}, {\"type\": \"low_stability\", \"detail\": \"稳定性存疑(评分45\/100)\", \"severity\": \"high\"}]",
"recommended_action": "pending_with_caution",
"score_breakdown": "{\"stability\": {\"score\": 45, \"weight\": 0.25, \"rationale\": \"基于2.5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: 未知 + 普通 + 2.5年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 55, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 2.5年\", \"Linux: 弱\", \"加分: 1\/3\", \"交叉验证一致性: 64%\"], \"rationale\": \"硬性条件匹配 + 经验2.5年 + 11个项目 + 一致性64%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 78, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据2.5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\"}}"
}
}