交叉验证
#74
全
全波
学历-经验时间线
gap_years
7
timeline_ok
否
graduation_year
2026
years_experience
7
estimated_work_start
2019
expected_graduation_start
2048
技能-项目一致性
得分
23
声称技能 (25)
C++
面向对象编程
STL
Vector
List
迭代器
数据结构
算法
二叉树
栈
链表
排序算法
Linux
多线程
进程间通信
MySQL
索引
SQL
I
O复用
select
poll
epoll
Socket
Visual Studio
噪声技能 (1)
事务
项目中验证 (4)
TCP
I
算法
多线程
仅在摘要中 (5)
C++
Linux
I
O复用
Socket
无证据 (15)
面向对象编程
STL
Vector
List
迭代器
数据结构
二叉树
栈
链表
排序算法
进程间通信
MySQL
索引
SQL
select
矛盾/可疑信号
skill_project_gap
high
32/39 个声称技能在项目和摘要中均无体现: ['面向对象编程', 'STL', 'Vector', 'List', '迭代器', '数据结构', '二叉树', '栈']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2026年，经验7.0年，推算开始工作年份与预期毕业年份偏差7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": 74,
"mysql_resume_id": 86,
"screening_id": 74,
"skill_project_consistency": {
"noisy_skills": [
"事务"
],
"claimed_skills": [
"C++",
"面向对象编程",
"STL",
"Vector",
"List",
"迭代器",
"数据结构",
"算法",
"二叉树",
"栈",
"链表",
"排序算法",
"Linux",
"多线程",
"进程间通信",
"MySQL",
"索引",
"SQL",
"I",
"O复用",
"select",
"poll",
"epoll",
"Socket",
"Visual Studio"
],
"consistency_score": 23,
"skills_in_summary_only": [
"C++",
"Linux",
"I",
"O复用",
"Socket"
],
"skills_without_evidence": [
"面向对象编程",
"STL",
"Vector",
"List",
"迭代器",
"数据结构",
"二叉树",
"栈",
"链表",
"排序算法",
"进程间通信",
"MySQL",
"索引",
"SQL",
"select"
],
"skills_verified_in_projects": [
"TCP",
"I",
"算法",
"多线程"
]
},
"education_timeline": {
"gap_years": 7,
"timeline_ok": false,
"graduation_year": 2026,
"years_experience": 7,
"estimated_work_start": 2019,
"expected_graduation_start": 2048
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 8,
"flags": [
{
"type": "skill_project_gap",
"detail": "32\/39 个声称技能在项目和摘要中均无体现: ['面向对象编程', 'STL', 'Vector', 'List', '迭代器', '数据结构', '二叉树', '栈']",
"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7.0年，推算开始工作年份与预期毕业年份偏差7年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:45.000000Z",
"resume": {
"id": 86,
"resource_id": 86,
"source_text_sha256": "a0cd0a452eff5bfffa8a419fa48052b377d9861efeff1f85a7ac792aa2202fe0",
"target_role": "C++",
"candidate_name": "全波",
"age": 24,
"phone": "13271461068",
"email": "2859022416@qq.com",
"wechat": "",
"location": "",
"highest_degree": "硕士",
"school": "西安邮电大学",
"major": "新一代电子信息技术",
"graduation_year": 2026,
"years_experience": 7,
"current_company": "华勤技术股份有限公司",
"current_title": "驱动开发工程师",
"skills_json": [
"C++",
"面向对象编程",
"STL",
"Vector",
"List",
"迭代器",
"数据结构",
"算法",
"二叉树",
"栈",
"链表",
"排序算法",
"Linux",
"多线程",
"进程间通信",
"MySQL",
"事务",
"索引",
"SQL",
"I",
"O复用",
"select",
"poll",
"epoll",
"Socket",
"Visual Studio",
"Eclipse",
"FineReport",
"Oracle",
"VS Code",
"XML",
"Notepad++",
"Beyond Compare",
"git",
"prace",
"Tinyalsa",
"adb",
"TCP",
"Protocol Buffers",
"Digital Signature"
],
"summary": "候选人全波，男，硕士就读于西安邮电大学新一代电子信息技术专业，预计2026年毕业；本科毕业于洛阳师范学院电子信息工程专业。具备C++、Linux、数据库、Socket网络通信、I\/O复用等技能。曾在上海京颐科技、深圳市锐明技术实习，当前\/最近在华勤技术从事驱动开发，参与医疗信息系统、Web到终端审计、音频驱动问题修复等工作，并有安全通信平台、显微图像核分割、图像去噪等项目\/论文\/专利经历。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/241785143b4f253f_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/241785143b4f253f_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T08:00:00.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 74,
"mysql_resume_id": 86,
"candidate_name": "全波",
"age": 24,
"highest_degree": "硕士",
"school": "西安邮电大学",
"years_experience": 7,
"location": "",
"current_company": "华勤技术股份有限公司",
"skills": [
"C++",
"面向对象编程",
"STL",
"Vector",
"List",
"迭代器",
"数据结构",
"算法",
"二叉树",
"栈",
"链表",
"排序算法",
"Linux",
"多线程",
"进程间通信",
"MySQL",
"索引",
"SQL",
"I",
"O复用",
"select",
"poll",
"epoll",
"Socket",
"Visual Studio"
],
"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": "硕士",
"severity": "must"
},
"check_experience": {
"label": "经验年限",
"detail": "要求≥3.0年，实际7.0年",
"matched": true,
"evidence": "7.0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": 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": true,
"evidence": "命中: 驱动",
"severity": "bonus"
},
"redline_education": "pass",
"redline_experience": "pass",
"redline_linux": "weak",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 46,
"hard_all_pass": false,
"bonus_hit_count": 2,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "32\/39 个声称技能在项目和摘要中均无体现: ['面向对象编程', 'STL', 'Vector', 'List', '迭代器', '数据结构', '二叉树', '栈']",
"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7.0年，推算开始工作年份与预期毕业年份偏差7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": 7,
"timeline_ok": false,
"graduation_year": 2026,
"years_experience": 7,
"estimated_work_start": 2019,
"expected_graduation_start": 2048
},
"overall_consistency": 8,
"skill_contradictions": [],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [
"事务"
],
"claimed_skills": [
"C++",
"面向对象编程",
"STL",
"Vector",
"List",
"迭代器",
"数据结构",
"算法",
"二叉树",
"栈",
"链表",
"排序算法",
"Linux",
"多线程",
"进程间通信",
"MySQL",
"索引",
"SQL",
"I",
"O复用",
"select",
"poll",
"epoll",
"Socket",
"Visual Studio"
],
"consistency_score": 23,
"skills_in_summary_only": [
"C++",
"Linux",
"I",
"O复用",
"Socket"
],
"skills_without_evidence": [
"面向对象编程",
"STL",
"Vector",
"List",
"迭代器",
"数据结构",
"二叉树",
"栈",
"链表",
"排序算法",
"进程间通信",
"MySQL",
"索引",
"SQL",
"select"
],
"skills_verified_in_projects": [
"TCP",
"I",
"算法",
"多线程"
]
}
},
"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": "2026-06-29T10:06:45.000000Z",
"updated_at": "2026-06-29T10:43:16.000000Z",
"overall_score": "{\"composite\": 68.0, \"stability\": 67, \"pace_match\": 66, \"tech_power\": 65, \"salary_match\": 74, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"salary_slightly_over\", \"detail\": \"薪资略超预算(匹配度74\/100)\", \"severity\": \"medium\"}]",
"recommended_action": "pending",
"score_breakdown": "{\"stability\": {\"score\": 67, \"weight\": 0.25, \"rationale\": \"基于7.0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 + 7.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 65, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 7.0年\", \"Linux: 弱\", \"加分: 2\/3\", \"交叉验证一致性: 8%\"], \"rationale\": \"硬性条件匹配 + 经验7.0年 + 4个项目 + 一致性8%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 74, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据7.0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\"}}"
}
}