交叉验证
#93
史
史志飞
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
2024
years_experience
2
estimated_work_start
2024
expected_graduation_start
2046
技能-项目一致性
得分
35
声称技能 (25)
C++
STL
Python
PCL
OpenCV
CMake
Git
PointNet++
RandLA-Net
YOLO系列
YOLOv8
Qt
kdtree
DBSCAN
KMeans
数据结构
链表
二叉树
哈希表
队列
递归
双指针
DFS
BFS
MS Office
项目中验证 (8)
PCL
OpenCV
KMeans
kdtree
Qt
DBSCAN
C++
YOLOv8
仅在摘要中 (6)
C++
PCL
OpenCV
YOLOv8
Qt
XML解析
无证据 (15)
STL
Python
CMake
Git
PointNet++
RandLA-Net
YOLO系列
DBSCAN
KMeans
数据结构
链表
二叉树
哈希表
队列
递归
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: ['STL', 'Python', 'CMake', 'Git', 'PointNet++', 'RandLA-Net', 'YOLO系列', 'DBSCAN']
建议：面试时验证这些技能的真实性
timeline_anomaly
medium
毕业2024年，经验2.0年，推算开始工作年份与预期毕业年份偏差0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": 93,
"mysql_resume_id": 45,
"screening_id": 93,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"STL",
"Python",
"PCL",
"OpenCV",
"CMake",
"Git",
"PointNet++",
"RandLA-Net",
"YOLO系列",
"YOLOv8",
"Qt",
"kdtree",
"DBSCAN",
"KMeans",
"数据结构",
"链表",
"二叉树",
"哈希表",
"队列",
"递归",
"双指针",
"DFS",
"BFS",
"MS Office"
],
"consistency_score": 35,
"skills_in_summary_only": [
"C++",
"PCL",
"OpenCV",
"YOLOv8",
"Qt",
"XML解析"
],
"skills_without_evidence": [
"STL",
"Python",
"CMake",
"Git",
"PointNet++",
"RandLA-Net",
"YOLO系列",
"DBSCAN",
"KMeans",
"数据结构",
"链表",
"二叉树",
"哈希表",
"队列",
"递归"
],
"skills_verified_in_projects": [
"PCL",
"OpenCV",
"KMeans",
"kdtree",
"Qt",
"DBSCAN",
"C++",
"YOLOv8"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2024,
"years_experience": 2,
"estimated_work_start": 2024,
"expected_graduation_start": 2046
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 35,
"flags": [
{
"type": "skill_project_gap",
"detail": "32\/39 个声称技能在项目和摘要中均无体现: ['STL', 'Python', 'CMake', 'Git', 'PointNet++', 'RandLA-Net', 'YOLO系列', 'DBSCAN']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2024年，经验2.0年，推算开始工作年份与预期毕业年份偏差0年",
"severity": "medium",
"suggested_check": "核实是否有中断、转行或教育经历不完整"
}
],
"created_at": "2026-06-29T10:06:55.000000Z",
"resume": {
"id": 45,
"resource_id": 45,
"source_text_sha256": "e4dc16a607841e232550584b065e5adbd048b903790cc444ec5b12dbc711c5b0",
"target_role": "C++",
"candidate_name": "史志飞",
"age": 27,
"phone": "17856001005",
"email": "745926487@qq.com",
"wechat": "",
"location": "",
"highest_degree": "硕士",
"school": "合肥工业大学",
"major": "测绘工程",
"graduation_year": 2024,
"years_experience": 2,
"current_company": "上海华测导航技术股份有限公司",
"current_title": "软件工程师",
"skills_json": [
"C++",
"STL",
"Python",
"PCL",
"OpenCV",
"CMake",
"Git",
"PointNet++",
"RandLA-Net",
"YOLO系列",
"YOLOv8",
"Qt",
"kdtree",
"DBSCAN",
"KMeans",
"数据结构",
"链表",
"二叉树",
"哈希表",
"队列",
"递归",
"双指针",
"DFS",
"BFS",
"MS Office",
"Visio",
"ArcGIS",
"CloudCompare",
"MeshLab",
"Smart3D",
"点云处理",
"图像三维建模",
"深度学习模型",
"项目申报写作",
"科技论文写作",
"发明专利写作",
"PPT",
"SQLite",
"XML解析"
],
"summary": "史志飞，硕士学历，合肥工业大学测绘工程专业，2024年毕业。本科就读于滁州学院测绘工程专业。曾在实景地理环境安徽省重点实验室参与航测影像处理和外业数据采集，在安徽开源路桥有限责任公司从事C++、PCL、Qt、OpenCV、YOLOv8相关开发和点云算法工作。2024年6月至今任上海华测导航技术股份有限公司软件工程师，开发和维护道路库、点云三角网、坐标库和XML解析库。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/078522d882fffeb0_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/078522d882fffeb0_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T05:52:16.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 93,
"mysql_resume_id": 45,
"candidate_name": "史志飞",
"age": 27,
"highest_degree": "硕士",
"school": "合肥工业大学",
"years_experience": 2,
"location": "",
"current_company": "上海华测导航技术股份有限公司",
"skills": [
"C++",
"STL",
"Python",
"PCL",
"OpenCV",
"CMake",
"Git",
"PointNet++",
"RandLA-Net",
"YOLO系列",
"YOLOv8",
"Qt",
"kdtree",
"DBSCAN",
"KMeans",
"数据结构",
"链表",
"二叉树",
"哈希表",
"队列",
"递归",
"双指针",
"DFS",
"BFS",
"MS Office"
],
"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2.0年",
"matched": false,
"evidence": "2.0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): cmake",
"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": "warning",
"redline_linux": "weak",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 13,
"hard_all_pass": false,
"bonus_hit_count": 1,
"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: ['STL', 'Python', 'CMake', 'Git', 'PointNet++', 'RandLA-Net', 'YOLO系列', 'DBSCAN']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
},
{
"type": "timeline_anomaly",
"detail": "毕业2024年，经验2.0年，推算开始工作年份与预期毕业年份偏差0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": 0,
"timeline_ok": true,
"graduation_year": 2024,
"years_experience": 2,
"estimated_work_start": 2024,
"expected_graduation_start": 2046
},
"overall_consistency": 35,
"skill_contradictions": [],
"field_completeness_pct": 90,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"C++",
"STL",
"Python",
"PCL",
"OpenCV",
"CMake",
"Git",
"PointNet++",
"RandLA-Net",
"YOLO系列",
"YOLOv8",
"Qt",
"kdtree",
"DBSCAN",
"KMeans",
"数据结构",
"链表",
"二叉树",
"哈希表",
"队列",
"递归",
"双指针",
"DFS",
"BFS",
"MS Office"
],
"consistency_score": 35,
"skills_in_summary_only": [
"C++",
"PCL",
"OpenCV",
"YOLOv8",
"Qt",
"XML解析"
],
"skills_without_evidence": [
"STL",
"Python",
"CMake",
"Git",
"PointNet++",
"RandLA-Net",
"YOLO系列",
"DBSCAN",
"KMeans",
"数据结构",
"链表",
"二叉树",
"哈希表",
"队列",
"递归"
],
"skills_verified_in_projects": [
"PCL",
"OpenCV",
"KMeans",
"kdtree",
"Qt",
"DBSCAN",
"C++",
"YOLOv8"
]
}
},
"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": "2026-06-29T10:06:55.000000Z",
"updated_at": "2026-06-29T10:43:27.000000Z",
"overall_score": "{\"composite\": 57.6, \"stability\": 45, \"pace_match\": 63, \"tech_power\": 47, \"salary_match\": 78, \"communication\": 80, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"tech_insufficient\", \"detail\": \"技术力不足(评分47\/100)\", \"severity\": \"high\"}, {\"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": "reject",
"score_breakdown": "{\"stability\": {\"score\": 45, \"weight\": 0.25, \"rationale\": \"基于2.0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 + 2.0年\", \"confidence\": \"medium\"}, \"tech_power\": {\"score\": 47, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 2.0年\", \"Linux: 弱\", \"加分: 1\/3\", \"交叉验证一致性: 35%\"], \"rationale\": \"硬性条件匹配 + 经验2.0年 + 8个项目 + 一致性35%\", \"confidence\": \"medium\"}, \"salary_match\": {\"score\": 78, \"source\": \"inferred_from_profile\", \"weight\": 0.2, \"rationale\": \"未提取到薪资数字，根据2.0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\"}}"
}
}