交叉验证
#97
李
李晓辉
学历-经验时间线
gap_years
0
timeline_ok
是
graduation_year
2025
years_experience
estimated_work_start
expected_graduation_start
2047
技能-项目一致性
得分
47
声称技能 (25)
Python
面向对象
list
dict
set
迭代器
生成器
NumPy
Pandas
数据清洗
scikit-learn
pip
conda
C
C++
内存管理
STL
数据结构
算法
PyTorch
TensorFlow
模型搭建
模型训练
模型调优
模型部署
项目中验证 (4)
C
算法
YOLO
模型训练
仅在摘要中 (10)
Python
C
C++
数据结构
PyTorch
TensorFlow
YOLO
CNN
Transformer
U-Net
无证据 (15)
面向对象
list
dict
set
迭代器
生成器
NumPy
Pandas
数据清洗
scikit-learn
pip
conda
内存管理
STL
模型搭建
矛盾/可疑信号
skill_project_gap
high
23/40 个声称技能在项目和摘要中均无体现: ['面向对象', 'list', 'dict', 'set', '迭代器', '生成器', 'NumPy', 'Pandas']
建议：面试时验证这些技能的真实性
完整原始数据
{
"id": 97,
"mysql_resume_id": 53,
"screening_id": 97,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"Python",
"面向对象",
"list",
"dict",
"set",
"迭代器",
"生成器",
"NumPy",
"Pandas",
"数据清洗",
"scikit-learn",
"pip",
"conda",
"C",
"C++",
"内存管理",
"STL",
"数据结构",
"算法",
"PyTorch",
"TensorFlow",
"模型搭建",
"模型训练",
"模型调优",
"模型部署"
],
"consistency_score": 47,
"skills_in_summary_only": [
"Python",
"C",
"C++",
"数据结构",
"PyTorch",
"TensorFlow",
"YOLO",
"CNN",
"Transformer",
"U-Net"
],
"skills_without_evidence": [
"面向对象",
"list",
"dict",
"set",
"迭代器",
"生成器",
"NumPy",
"Pandas",
"数据清洗",
"scikit-learn",
"pip",
"conda",
"内存管理",
"STL",
"模型搭建"
],
"skills_verified_in_projects": [
"C",
"算法",
"YOLO",
"模型训练"
]
},
"education_timeline": {
"gap_years": 0,
"timeline_ok": true,
"graduation_year": 2025,
"years_experience": null,
"estimated_work_start": null,
"expected_graduation_start": 2047
},
"salary_location_check": null,
"skill_level_contradictions": null,
"overall_consistency": 47,
"flags": [
{
"type": "skill_project_gap",
"detail": "23\/40 个声称技能在项目和摘要中均无体现: ['面向对象', 'list', 'dict', 'set', '迭代器', '生成器', 'NumPy', 'Pandas']",
"severity": "high",
"suggested_check": "面试时验证这些技能的真实性"
}
],
"created_at": "2026-06-29T10:06:57.000000Z",
"resume": {
"id": 53,
"resource_id": 53,
"source_text_sha256": "a47dfb55bd0dcce03c7682bd876f4ab46fa48bc41731dac6acb7b449ef634543",
"target_role": "C++",
"candidate_name": "李晓辉",
"age": null,
"phone": "15965820752",
"email": "novicexx@qq.com",
"wechat": "Xiao_HL",
"location": "",
"highest_degree": "本科",
"school": "湖南大学",
"major": "智能科学与技术",
"graduation_year": 2025,
"years_experience": 0,
"current_company": "",
"current_title": "",
"skills_json": [
"Python",
"面向对象",
"list",
"dict",
"set",
"迭代器",
"生成器",
"NumPy",
"Pandas",
"数据清洗",
"scikit-learn",
"pip",
"conda",
"C",
"C++",
"内存管理",
"STL",
"数据结构",
"算法",
"PyTorch",
"TensorFlow",
"模型搭建",
"模型训练",
"模型调优",
"模型部署",
"YOLO",
"CNN",
"Transformer",
"U-Net",
"模型剪枝",
"模型量化",
"模型蒸馏",
"MySQL",
"PostgreSQL",
"SQL",
"索引设计",
"事务隔离",
"性能调优",
"Redis",
"Linux"
],
"summary": "李晓辉，男，共青团员，应届生，求职意向为算法工程师。本科就读于湖南大学信息科学与工程学院智能科学与技术专业，2021年09月至2025年06月。掌握Python、C\/C++、数据结构与算法、PyTorch、TensorFlow、YOLO、CNN、Transformer、U-Net、MySQL\/PostgreSQL、Redis、Linux、Git等。项目包括轻量化道路破损识别系统设计与实现、TinyWebSever。",
"raw_text_path": "\/opt\/ai-recruiter-demo\/resume_resources\/2026\/06\/08ca095d5fa7af29_raw.txt",
"raw_text_url": "http:\/\/39.102.63.164\/resources\/resumes\/2026\/06\/08ca095d5fa7af29_raw.txt",
"parser_version": "resume-parser-v1.1+codex",
"llm_used": true,
"created_at": "2026-06-29T07:16:15.000000Z",
"updated_at": "2026-06-29T12:57:02.000000Z",
"deleted_at": null
},
"screening": {
"id": 97,
"mysql_resume_id": 53,
"candidate_name": "李晓辉",
"age": null,
"highest_degree": "本科",
"school": "湖南大学",
"years_experience": null,
"location": "",
"current_company": "",
"skills": [
"Python",
"面向对象",
"list",
"dict",
"set",
"迭代器",
"生成器",
"NumPy",
"Pandas",
"数据清洗",
"scikit-learn",
"pip",
"conda",
"C",
"C++",
"内存管理",
"STL",
"数据结构",
"算法",
"PyTorch",
"TensorFlow",
"模型搭建",
"模型训练",
"模型调优",
"模型部署"
],
"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": "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": 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": "weak",
"redline_location": "unknown",
"redline_single_day_off": "pending_interview",
"match_score": 3,
"hard_all_pass": false,
"bonus_hit_count": 0,
"cross_reference": {
"flags": [
{
"type": "skill_project_gap",
"detail": "23\/40 个声称技能在项目和摘要中均无体现: ['面向对象', 'list', 'dict', 'set', '迭代器', '生成器', 'NumPy', 'Pandas']",
"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": 2025,
"years_experience": null,
"estimated_work_start": null,
"expected_graduation_start": 2047
},
"overall_consistency": 47,
"skill_contradictions": [],
"field_completeness_pct": 70,
"skill_project_consistency": {
"noisy_skills": [],
"claimed_skills": [
"Python",
"面向对象",
"list",
"dict",
"set",
"迭代器",
"生成器",
"NumPy",
"Pandas",
"数据清洗",
"scikit-learn",
"pip",
"conda",
"C",
"C++",
"内存管理",
"STL",
"数据结构",
"算法",
"PyTorch",
"TensorFlow",
"模型搭建",
"模型训练",
"模型调优",
"模型部署"
],
"consistency_score": 47,
"skills_in_summary_only": [
"Python",
"C",
"C++",
"数据结构",
"PyTorch",
"TensorFlow",
"YOLO",
"CNN",
"Transformer",
"U-Net"
],
"skills_without_evidence": [
"面向对象",
"list",
"dict",
"set",
"迭代器",
"生成器",
"NumPy",
"Pandas",
"数据清洗",
"scikit-learn",
"pip",
"conda",
"内存管理",
"STL",
"模型搭建"
],
"skills_verified_in_projects": [
"C",
"算法",
"YOLO",
"模型训练"
]
}
},
"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": "2026-06-29T10:06:57.000000Z",
"updated_at": "2026-06-29T10:43:27.000000Z",
"overall_score": "{\"composite\": 55.7, \"stability\": 45, \"pace_match\": 63, \"tech_power\": 37, \"salary_match\": 85, \"communication\": 75, \"salary_match_source\": \"inferred_from_profile\"}",
"risk_flags": "[{\"type\": \"tech_insufficient\", \"detail\": \"技术力不足(评分37\/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\": 37, \"weight\": 0.3, \"evidence\": [\"学历: 通过\", \"经验: 0年\", \"Linux: 弱\", \"加分: 0\/3\", \"交叉验证一致性: 47%\"], \"rationale\": \"硬性条件匹配 + 经验0年 + 4个项目 + 一致性47%\", \"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\"}}"
}
}