交叉验证
#89
李
李万宇
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
2026
years_experience
estimated_work_start
expected_graduation_start
2048
技能-项目一致性
得分
52
声称技能 (25)
C
C++
STL
Python
Qt
Qt信号与槽
Qt事件机制
数据结构
算法
链表
二叉树
哈希
Linux IO编程
Shell命令
多进程
多线程
Socket网络编程
TCP
IP
UDP
HTTP
OSI七层模型
IO复用
Redis
MySQL
项目中验证 (3)
Nginx
C
Qt
仅在摘要中 (10)
C
C++
STL
Python
Qt
数据结构
算法
Linux IO编程
多进程
多线程
无证据 (15)
Qt信号与槽
Qt事件机制
链表
二叉树
哈希
Shell命令
OSI七层模型
IO复用
SQL增删改查
单例模式
工厂模式
C++11
OpenCV
QSS
QJson
矛盾/可疑信号
skill_project_gap
high
22/40 个声称技能在项目和摘要中均无体现: ['Qt信号与槽', 'Qt事件机制', '链表', '二叉树', '哈希', 'Shell命令', 'OSI七层模型', 'IO复用']
建议：面试时验证这些技能的真实性
完整原始数据
{
"id": 89,
"mysql_resume_id": 58,
"screening_id": 89,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"STL",
"Python",
"Qt",
"Qt信号与槽",
"Qt事件机制",
"数据结构",
"算法",
"链表",
"二叉树",
"哈希",
"Linux IO编程",
"Shell命令",
"多进程",
"多线程",
"Socket网络编程",
"TCP",
"IP",
"UDP",
"HTTP",
"OSI七层模型",
"IO复用",
"Redis",
"MySQL"
],
"consistency_score": 52,
"skills_in_summary_only": [
"C",
"C++",
"STL",
"Python",
"Qt",
"数据结构",
"算法",
"Linux IO编程",
"多进程",
"多线程"
],
"skills_without_evidence": [
"Qt信号与槽",
"Qt事件机制",
"链表",
"二叉树",
"哈希",
"Shell命令",
"OSI七层模型",
"IO复用",
"SQL增删改查",
"单例模式",
"工厂模式",
"C++11",
"OpenCV",
"QSS",
"QJson"
],
"skills_verified_in_projects": [
"Nginx",
"C",
"Qt"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2026,
"years_experience": null,
"estimated_work_start": null,
"expected_graduation_start": 2048
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 52,
"flags": [
{
"type": "skill_project_gap",
"detail": "22\/40 个声称技能在项目和摘要中均无体现: ['Qt信号与槽', 'Qt事件机制', '链表', '二叉树', '哈希', 'Shell命令', 'OSI七层模型', 'IO复用']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
}
],
"created_at": "2026-06-29T10:06:53.000000Z",
"resume": {
"id": 58,
"resource_id": 58,
"source_text_sha256": "6ebddfee5592193242c2babcc9cc353f7ed23b4b6236aade83461c448c3869d5",
"target_role": "C++",
"candidate_name": "李万宇",
"age": 20,
"phone": "15354220219",
"email": "liwanyu03@163.com",
"wechat": "",
"location": "",
"highest_degree": "本科",
"school": "邢台学院",
"major": "计算机科学与技术",
"graduation_year": 2026,
"years_experience": 0,
"current_company": "",
"current_title": "",
"skills_json": [
"C",
"C++",
"STL",
"Python",
"Qt",
"Qt信号与槽",
"Qt事件机制",
"数据结构",
"算法",
"链表",
"二叉树",
"哈希",
"Linux IO编程",
"Shell命令",
"多进程",
"多线程",
"Socket网络编程",
"TCP",
"IP",
"UDP",
"HTTP",
"OSI七层模型",
"IO复用",
"Redis",
"MySQL",
"SQL增删改查",
"设计模式",
"单例模式",
"工厂模式",
"C++11",
"OpenCV",
"QSS",
"QJson",
"QNetwork",
"QRegExp",
"QMap",
"DES加密",
"Base64",
"QCryptographicHash",
"Nginx"
],
"summary": "李万宇，男，20岁，求职意向为C++。本科就读于邢台学院计算机科学与技术专业，时间为2022-2026，绩点前5%。熟悉C\/C++、STL、Python、Qt、常用数据结构与算法、Linux IO编程、Shell、多进程多线程、Socket网络编程、TCP\/IP、UDP、HTTP、Redis、MySQL及常见设计模式。项目经历包括分布式文件客户端和分布式文件服务器。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/49cc10f7dd0c8fa0_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/49cc10f7dd0c8fa0_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T07:19:47.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 89,
"mysql_resume_id": 58,
"candidate_name": "李万宇",
"age": 20,
"highest_degree": "本科",
"school": "邢台学院",
"years_experience": null,
"location": "",
"current_company": "",
"skills": [
"C",
"C++",
"STL",
"Python",
"Qt",
"Qt信号与槽",
"Qt事件机制",
"数据结构",
"算法",
"链表",
"二叉树",
"哈希",
"Linux IO编程",
"Shell命令",
"多进程",
"多线程",
"Socket网络编程",
"TCP",
"IP",
"UDP",
"HTTP",
"OSI七层模型",
"IO复用",
"Redis",
"MySQL"
],
"parse_quality_score": 80,
"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",
"detail": "经验年限未知",
"matched": false,
"evidence": "无法提取",
"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": "unknown",
"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": "22\/40 个声称技能在项目和摘要中均无体现: ['Qt信号与槽', 'Qt事件机制', '链表', '二叉树', '哈希', 'Shell命令', 'OSI七层模型', 'IO复用']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
}
],
"is_noise": false,
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2026,
"years_experience": null,
"estimated_work_start": null,
"expected_graduation_start": 2048
},
"overall_consistency": 52,
"skill_contradictions": [],
"field_completeness_pct": 80,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C",
"C++",
"STL",
"Python",
"Qt",
"Qt信号与槽",
"Qt事件机制",
"数据结构",
"算法",
"链表",
"二叉树",
"哈希",
"Linux IO编程",
"Shell命令",
"多进程",
"多线程",
"Socket网络编程",
"TCP",
"IP",
"UDP",
"HTTP",
"OSI七层模型",
"IO复用",
"Redis",
"MySQL"
],
"consistency_score": 52,
"skills_in_summary_only": [
"C",
"C++",
"STL",
"Python",
"Qt",
"数据结构",
"算法",
"Linux IO编程",
"多进程",
"多线程"
],
"skills_without_evidence": [
"Qt信号与槽",
"Qt事件机制",
"链表",
"二叉树",
"哈希",
"Shell命令",
"OSI七层模型",
"IO复用",
"SQL增删改查",
"单例模式",
"工厂模式",
"C++11",
"OpenCV",
"QSS",
"QJson"
],
"skills_verified_in_projects": [
"Nginx",
"C",
"Qt"
]
}
},
"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": "2026-06-29T10:43:25.000000Z",
"overall_score": "{\"composite\": 59.6, \"stability\": 45, \"pace_match\": 63, \"tech_power\": 50, \"salary_match\": 85, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"tech_borderline\", \"detail\": \"技术力偏低(评分50\/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\"}, {\"type\": \"pace_concern\", \"detail\": \"节奏匹配度偏低(评分63\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending_with_caution",
"score_breakdown": "{\"stability\": {\"score\": 45, \"weight\": 0.25, \"rationale\": \"基于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\": 63, \"weight\": 0.2, \"rationale\": \"地点: 未知 + 普通 + 0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 50, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 0年\", \"Linux: 弱\", \"加分: 1\/3\", \"交叉验证一致性: 52%\"], \"rationale\": \"硬性条件匹配 + 经验0年 + 3个项目 + 一致性52%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 85, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据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\"}}"
}
}