交叉验证
#78
严
严世昌
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
years_experience
estimated_work_start
expected_graduation_start
技能-项目一致性
得分
48
声称技能 (25)
C
C++
STL
数据结构
操作系统
计算机网络
常用算法
Linux
Linux常用命令
系统调用
gcc
gdb
Makefile
文件IO
网络编程
进程池
线程池
IPC
IO多路复用
HTTP
TCP
UDP
Nginx
静态资源服务器
反向代理
噪声技能 (3)
锁
事务
MVCC
项目中验证 (8)
HTTP
workflow
Nginx
静态资源服务器
wfrest
C
TCP
Linux
仅在摘要中 (10)
C
C++
STL
Linux
网络编程
HTTP
TCP
Nginx
MySQL
Docker
无证据 (15)
数据结构
操作系统
计算机网络
常用算法
Linux常用命令
系统调用
gcc
gdb
Makefile
文件IO
进程池
线程池
IPC
IO多路复用
UDP
矛盾/可疑信号
skill_noise
medium
技能列表含 3 个非技能词汇: ['锁', '事务', 'MVCC']
建议：regex 解析噪声，建议 LLM 二次解析
skill_project_gap
high
24/37 个声称技能在项目和摘要中均无体现: ['数据结构', '操作系统', '计算机网络', '常用算法', 'Linux常用命令', '系统调用', 'gcc', 'gdb']
建议：面试时验证这些技能的真实性
完整原始数据
{
"id": 78,
"mysql_resume_id": 56,
"screening_id": 78,
"skill_project_consistency": {
"noisy_skills": [
"锁",
"事务",
"MVCC"
],
"claimed_skills": [
"C",
"C++",
"STL",
"数据结构",
"操作系统",
"计算机网络",
"常用算法",
"Linux",
"Linux常用命令",
"系统调用",
"gcc",
"gdb",
"Makefile",
"文件IO",
"网络编程",
"进程池",
"线程池",
"IPC",
"IO多路复用",
"HTTP",
"TCP",
"UDP",
"Nginx",
"静态资源服务器",
"反向代理"
],
"consistency_score": 48,
"skills_in_summary_only": [
"C",
"C++",
"STL",
"Linux",
"网络编程",
"HTTP",
"TCP",
"Nginx",
"MySQL",
"Docker"
],
"skills_without_evidence": [
"数据结构",
"操作系统",
"计算机网络",
"常用算法",
"Linux常用命令",
"系统调用",
"gcc",
"gdb",
"Makefile",
"文件IO",
"进程池",
"线程池",
"IPC",
"IO多路复用",
"UDP"
],
"skills_verified_in_projects": [
"HTTP",
"workflow",
"Nginx",
"静态资源服务器",
"wfrest",
"C",
"TCP",
"Linux"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": null,
"years_experience": null,
"estimated_work_start": null,
"expected_graduation_start": null
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 48,
"flags": [
{
"type": "skill_noise",
"detail": "技能列表含 3 个非技能词汇: ['锁', '事务', 'MVCC']",
"severity": "medium",
"suggested_check": "regex 解析噪声，建议 LLM 二次解析"
},
{
"type": "skill_project_gap",
"detail": "24\/37 个声称技能在项目和摘要中均无体现: ['数据结构', '操作系统', '计算机网络', '常用算法', 'Linux常用命令', '系统调用', 'gcc', 'gdb']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
}
],
"created_at": "2026-06-29T10:06:48.000000Z",
"resume": {
"id": 56,
"resource_id": 56,
"source_text_sha256": "e474fc92df62b4c4411622e805c8072a5632c4493a99f53a68ea2564430ca932",
"target_role": "C++",
"candidate_name": "严世昌",
"age": null,
"phone": "19912716994",
"email": "1169679860@qq.com",
"wechat": "",
"location": "",
"highest_degree": "硕士",
"school": "江南大学",
"major": "人工智能",
"graduation_year": null,
"years_experience": 0,
"current_company": "",
"current_title": "",
"skills_json": [
"C",
"C++",
"STL",
"数据结构",
"操作系统",
"计算机网络",
"常用算法",
"Linux",
"Linux常用命令",
"系统调用",
"gcc",
"gdb",
"Makefile",
"文件IO",
"网络编程",
"进程池",
"线程池",
"IPC",
"IO多路复用",
"HTTP",
"TCP",
"UDP",
"Nginx",
"静态资源服务器",
"反向代理",
"负载均衡",
"缓存",
"MySQL",
"索引",
"锁",
"事务",
"隔离级别",
"MVCC",
"workflow",
"wfrest",
"Docker",
"端口映射",
"持久化",
"镜像制作",
"消息队列"
],
"summary": "严世昌，江南大学人工智能硕士在读，2023年至今；本科毕业于昆明理工大学物联网工程专业，2019-2023年，绩点3.27\/4.0。掌握C\/C++、STL、Linux系统编程、网络编程、MySQL、Nginx、workflow、wfrest、Docker、RabbitMQ、Git等。项目包括基于HTTP的网盘项目和Linux下基于TCP的聊天室。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/a6f17442adccef48_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/a6f17442adccef48_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T07:18:42.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 78,
"mysql_resume_id": 56,
"candidate_name": "严世昌",
"age": null,
"highest_degree": "硕士",
"school": "江南大学",
"years_experience": null,
"location": "",
"current_company": "",
"skills": [
"C",
"C++",
"STL",
"数据结构",
"操作系统",
"计算机网络",
"常用算法",
"Linux",
"Linux常用命令",
"系统调用",
"gcc",
"gdb",
"Makefile",
"文件IO",
"网络编程",
"进程池",
"线程池",
"IPC",
"IO多路复用",
"HTTP",
"TCP",
"UDP",
"Nginx",
"静态资源服务器",
"反向代理"
],
"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": "硕士",
"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": true,
"evidence": "命中关键词(3\/5): linux, gdb, makefile",
"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": "unknown",
"redline_linux": "pass",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 26,
"hard_all_pass": false,
"bonus_hit_count": 0,
"cross_reference": {
"flags": [
{
"type": "skill_noise",
"detail": "技能列表含 3 个非技能词汇: ['锁', '事务', 'MVCC']",
"severity": "medium",
"suggested_check": "regex 解析噪声，建议 LLM 二次解析"
},
{
"type": "skill_project_gap",
"detail": "24\/37 个声称技能在项目和摘要中均无体现: ['数据结构', '操作系统', '计算机网络', '常用算法', 'Linux常用命令', '系统调用', 'gcc', 'gdb']",
"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": null,
"years_experience": null,
"estimated_work_start": null,
"expected_graduation_start": null
},
"overall_consistency": 48,
"skill_contradictions": [],
"field_completeness_pct": 70,
"skill_project_consistency": {
"noisy_skills": [
"锁",
"事务",
"MVCC"
],
"claimed_skills": [
"C",
"C++",
"STL",
"数据结构",
"操作系统",
"计算机网络",
"常用算法",
"Linux",
"Linux常用命令",
"系统调用",
"gcc",
"gdb",
"Makefile",
"文件IO",
"网络编程",
"进程池",
"线程池",
"IPC",
"IO多路复用",
"HTTP",
"TCP",
"UDP",
"Nginx",
"静态资源服务器",
"反向代理"
],
"consistency_score": 48,
"skills_in_summary_only": [
"C",
"C++",
"STL",
"Linux",
"网络编程",
"HTTP",
"TCP",
"Nginx",
"MySQL",
"Docker"
],
"skills_without_evidence": [
"数据结构",
"操作系统",
"计算机网络",
"常用算法",
"Linux常用命令",
"系统调用",
"gcc",
"gdb",
"Makefile",
"文件IO",
"进程池",
"线程池",
"IPC",
"IO多路复用",
"UDP"
],
"skills_verified_in_projects": [
"HTTP",
"workflow",
"Nginx",
"静态资源服务器",
"wfrest",
"C",
"TCP",
"Linux"
]
}
},
"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": "2026-06-29T10:06:48.000000Z",
"updated_at": "2026-06-29T10:43:21.000000Z",
"overall_score": "{\"composite\": 62.9, \"stability\": 45, \"pace_match\": 63, \"tech_power\": 62, \"salary_match\": 85, \"communication\": 70, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"tech_borderline\", \"detail\": \"技术力偏低(评分62\/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\": 62, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 0年\", \"Linux: 通过\", \"加分: 0\/3\", \"交叉验证一致性: 48%\"], \"rationale\": \"硬性条件匹配 + 经验0年 + 8个项目 + 一致性48%\", \"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\": 70, \"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\"}}"
}
}