交叉验证
#92
梁
梁镇彦
学历-经验时间线
gap_years
4
timeline_ok
否
graduation_year
2026
years_experience
4
estimated_work_start
2022
expected_graduation_start
2048
技能-项目一致性
得分
43
声称技能 (25)
C
C++
Qt
指针
内存管理
封装
继承
多态
STL
C++11
智能指针
TCP
UDP
HTTP
TCP三次握手
四次挥手
流量控制
拥塞控制
进程
线程
进程间通信
线程同步
进程管理
死锁
调度算法
项目中验证 (7)
HTTP
Qt
vector
线程
封装
C
TCP
仅在摘要中 (10)
C
C++
Qt
STL
C++11
TCP
UDP
HTTP
Linux
网络编程
无证据 (15)
指针
内存管理
继承
多态
智能指针
TCP三次握手
四次挥手
流量控制
拥塞控制
进程
进程间通信
线程同步
进程管理
死锁
调度算法
矛盾/可疑信号
skill_project_gap
high
26/39 个声称技能在项目和摘要中均无体现: ['指针', '内存管理', '继承', '多态', '智能指针', 'TCP三次握手', '四次挥手', '流量控制']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2026年，经验4.0年，推算开始工作年份与预期毕业年份偏差4年
建议：核实是否有中断、转行或教育经历不完整
skill_platform_contradiction
high
技能/项目经历中平台技术栈与岗位Linux要求不匹配
建议：需面试确认是否有 Linux 经验
技能水平矛盾
Linux
medium
声称：技能列表中声称
证据：项目经历中没有提及 Linux 相关开发
完整原始数据
{
"id": 92,
"mysql_resume_id": 95,
"screening_id": 92,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"Qt",
"指针",
"内存管理",
"封装",
"继承",
"多态",
"STL",
"C++11",
"智能指针",
"TCP",
"UDP",
"HTTP",
"TCP三次握手",
"四次挥手",
"流量控制",
"拥塞控制",
"进程",
"线程",
"进程间通信",
"线程同步",
"进程管理",
"死锁",
"调度算法"
],
"consistency_score": 43,
"skills_in_summary_only": [
"C",
"C++",
"Qt",
"STL",
"C++11",
"TCP",
"UDP",
"HTTP",
"Linux",
"网络编程"
],
"skills_without_evidence": [
"指针",
"内存管理",
"继承",
"多态",
"智能指针",
"TCP三次握手",
"四次挥手",
"流量控制",
"拥塞控制",
"进程",
"进程间通信",
"线程同步",
"进程管理",
"死锁",
"调度算法"
],
"skills_verified_in_projects": [
"HTTP",
"Qt",
"vector",
"线程",
"封装",
"C",
"TCP"
]
},
"education_timeline": {
"gap_years": 4,
"timeline_ok": false,
"graduation_year": 2026,
"years_experience": 4,
"estimated_work_start": 2022,
"expected_graduation_start": 2048
},
"salary_location_check": null,
"skill_level_contradictions": [
{
"skill": "Linux",
"claimed": "技能列表中声称",
"project_evidence": "项目经历中没有提及 Linux 相关开发",
"contradiction_severity": "medium"
}
],
"overall_consistency": 28,
"flags": [
{
"type": "skill_project_gap",
"detail": "26\/39 个声称技能在项目和摘要中均无体现: ['指针', '内存管理', '继承', '多态', '智能指针', 'TCP三次握手', '四次挥手', '流量控制']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2026年，经验4.0年，推算开始工作年份与预期毕业年份偏差4年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
},
{
"type": "skill_platform_contradiction",
"detail": "技能\/项目经历中平台技术栈与岗位Linux要求不匹配",
"severity": "high",
"suggested_check": "需面试确认是否有 Linux 经验"
}
],
"created_at": "2026-06-29T10:06:54.000000Z",
"resume": {
"id": 95,
"resource_id": 95,
"source_text_sha256": "d879a2a4ad557ba72c628d67fe6d37a2b47764dce1c410155b15d54016d82062",
"candidate_name": "梁镇彦",
"age": null,
"phone": "18027600759",
"email": "3417141341@qq.com",
"wechat": "",
"location": "广州",
"highest_degree": "本科",
"school": "华南理工大学",
"major": "软件工程",
"graduation_year": 2026,
"years_experience": 4,
"current_company": "珠海云洲智能科技股份有限公司",
"current_title": "C++开发实习生",
"skills_json": [
"C",
"C++",
"Qt",
"指针",
"内存管理",
"封装",
"继承",
"多态",
"STL",
"C++11",
"智能指针",
"TCP",
"UDP",
"HTTP",
"TCP三次握手",
"四次挥手",
"流量控制",
"拥塞控制",
"进程",
"线程",
"进程间通信",
"线程同步",
"进程管理",
"死锁",
"调度算法",
"链表",
"数组",
"栈",
"队列",
"二叉树",
"vector",
"list",
"map",
"set",
"unordered_map",
"Linux",
"vim",
"网络编程",
"IO多路复用"
],
"summary": "梁镇彦，男，22岁，广州，全日制本科，华南理工大学软件工程专业，预计2026年6月毕业。2025年5月至2025年10月在珠海云洲智能科技股份有限公司担任C++开发实习生，参与智慧水库无人艇系统开发。技能包括C\/C++、Qt、STL、C++11、TCP\/UDP\/HTTP、Linux网络编程、epoll、FFmpeg、H.264、RTMP、SQLite、MySQL、OpenGL、VLC等。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/fbde2f1ea64d5085_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/fbde2f1ea64d5085_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T08:09:51.000000Z",
"updated_at": "2026-06-29T08:09:51.000000Z",
"deleted_at": null
},
"screening": {
"id": 92,
"mysql_resume_id": 95,
"candidate_name": "梁镇彦",
"age": null,
"highest_degree": "本科",
"school": "华南理工大学",
"years_experience": 4,
"location": "广州",
"current_company": "珠海云洲智能科技股份有限公司",
"skills": [
"C",
"C++",
"Qt",
"指针",
"内存管理",
"封装",
"继承",
"多态",
"STL",
"C++11",
"智能指针",
"TCP",
"UDP",
"HTTP",
"TCP三次握手",
"四次挥手",
"流量控制",
"拥塞控制",
"进程",
"线程",
"进程间通信",
"线程同步",
"进程管理",
"死锁",
"调度算法"
],
"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4.0年",
"matched": true,
"evidence": "4.0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": "weak",
"redline_location": "risk",
"redline_single_day_off": "pending_interview",
"match_score": 26,
"hard_all_pass": false,
"bonus_hit_count": 0,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "26\/39 个声称技能在项目和摘要中均无体现: ['指针', '内存管理', '继承', '多态', '智能指针', 'TCP三次握手', '四次挥手', '流量控制']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2026年，经验4.0年，推算开始工作年份与预期毕业年份偏差4年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
},
{
"type": "skill_platform_contradiction",
"detail": "技能\/项目经历中平台技术栈与岗位Linux要求不匹配",
"severity": "high",
"suggested_check": "需面试确认是否有 Linux 经验"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 4,
"timeline_ok": false,
"graduation_year": 2026,
"years_experience": 4,
"estimated_work_start": 2022,
"expected_graduation_start": 2048
},
"overall_consistency": 28,
"skill_contradictions": [
{
"skill": "Linux",
"claimed": "技能列表中声称",
"project_evidence": "项目经历中没有提及 Linux 相关开发",
"contradiction_severity": "medium"
}
],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"Qt",
"指针",
"内存管理",
"封装",
"继承",
"多态",
"STL",
"C++11",
"智能指针",
"TCP",
"UDP",
"HTTP",
"TCP三次握手",
"四次挥手",
"流量控制",
"拥塞控制",
"进程",
"线程",
"进程间通信",
"线程同步",
"进程管理",
"死锁",
"调度算法"
],
"consistency_score": 43,
"skills_in_summary_only": [
"C",
"C++",
"Qt",
"STL",
"C++11",
"TCP",
"UDP",
"HTTP",
"Linux",
"网络编程"
],
"skills_without_evidence": [
"指针",
"内存管理",
"继承",
"多态",
"智能指针",
"TCP三次握手",
"四次挥手",
"流量控制",
"拥塞控制",
"进程",
"进程间通信",
"线程同步",
"进程管理",
"死锁",
"调度算法"
],
"skills_verified_in_projects": [
"HTTP",
"Qt",
"vector",
"线程",
"封装",
"C",
"TCP"
]
}
},
"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": "2026-06-29T10:06:54.000000Z",
"updated_at": "2026-06-29T10:43:22.000000Z",
"overall_score": "{\"composite\": 62.4, \"stability\": 53, \"pace_match\": 61, \"tech_power\": 55, \"salary_match\": 82, \"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\": \"stability_concern\", \"detail\": \"稳定性偏低(评分53\/100)\", \"severity\": \"medium\"}, {\"type\": \"pace_concern\", \"detail\": \"节奏匹配度偏低(评分61\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "reject",
"score_breakdown": "{\"stability\": {\"score\": 53, \"weight\": 0.25, \"rationale\": \"基于4.0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\": 61, \"weight\": 0.2, \"rationale\": \"地点: 广州 + 普通 + 4.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 55, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 4.0年\", \"Linux: 弱\", \"加分: 0\/3\", \"交叉验证一致性: 28%\"], \"rationale\": \"硬性条件匹配 + 经验4.0年 + 7个项目 + 一致性28%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 82, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据4.0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\"}}"
}
}