SmartResume - Alibaba open source AI resume parsing and optimization tool

What is SmartResume

SmartResume is Alibaba open source intelligent resume parsing and optimization tool , can efficiently extract structured information from PDF, images or Office documents , such as basic information , education and work experience . Through the integration of OCR technology and PDF metadata , the first extraction of text , and then use the YOLOv10 model to identify the layout , and finally through the fine-tuning model based on Qwen3-0.6B will be converted to structured fields of the text . SmartResume's accuracy of the information extraction up to 93.1% , the layout of the detection of the mAP@0.5 accuracy up to 92.1%, . The processing time for a single page is only 1.22 seconds. Supporting multiple languages, SmartResume is especially suitable for processing bilingual or complex layout resumes.

SmartResume Features

• Efficient information extraction: It can quickly extract key information from resumes in various formats (e.g., PDF, images, Office documents), including basic personal information, educational background, work experience, etc., with an overall information extraction accuracy rate of up to 93.1%.
• Precise Layout Recognition: High-precision recognition of the layout of the resume through the advanced YOLOv10 model, 布局检测的mAP@0.5精度达到92.1%, to ensure the accuracy of information extraction.
• Multi-language support: Supports multilingual resume parsing, especially suitable for handling bilingual or complex typeset resumes to meet the needs of different users.
• Fast processing speed: The processing time for a single page resume is only 1.22 seconds, which greatly improves the efficiency of resume parsing and saves users' time.
• Optimize resume content: Provide resume optimization suggestions to help users focus and improve the pass rate of their resumes to make them more compliant with the requirements of the hiring system (ATS).
• Flexible inputs and outputs: Supports input in multiple file formats and can output parsing results in structured formats such as JSON for further processing and application.

SmartResume's Core Benefits

• Highly accurate parsing: Adopting advanced AI technology, it can accurately extract key information in the resume, with an information extraction accuracy of up to 93.11 TP3T and a layout detection accuracy of 92.11 TP3T, ensuring the reliability of the parsing results.
• Multi-language support: Supports multilingual resume parsing, especially when dealing with bilingual or complex typesetting resume performance, to meet the diverse needs of different users.
• High processing speedThe single-page resume processing time is only 1.22 seconds, which greatly improves efficiency and saves users' time compared with traditional methods, especially suitable for large-scale resume processing scenarios.
• Intelligent Optimization Recommendations: Support for parsing resumes, can provide optimization recommendations to help users improve the quality of resumes, more in line with the requirements of the recruitment system (ATS), to increase the chances of success in the job search.
• Flexible inputs and outputsSupport PDF, images, Office documents and other formats of input, can be parsed results in a structured format output, convenient for users to further applications and processing.
• Open Source and Scalability: As an open source project, SmartResume provides complete code and documentation, which is convenient for developers to carry out secondary development and customization to adapt to the needs of different scenarios.

What is SmartResume's official website

• Github repository:: https://github.com/alibaba/SmartResume
• HuggingFace Model Library:: https://huggingface.co/Alibaba-EI/SmartResume

Who is SmartResume for?

• job seekers: Helps individuals to quickly optimize their resumes to improve their pass rate, make it more compatible with the hiring system (ATS) and increase the probability of getting an interview.
• Human resources professionals: It is used to efficiently screen and parse a large number of candidates' resumes, save labor costs, quickly locate suitable candidates, and improve recruitment efficiency.
• Recruitment platforms and companies: Provide powerful resume parsing tools for recruitment platforms and enterprises, improve platform user experience, optimize the recruitment process, and enhance the intelligence level of the recruitment system.
• Educational institutions and vocational training institutions: Assisting educational institutions to provide resume guidance and optimization services to students or trainees to help them better prepare job search materials and enhance their competitiveness in employment.
• Developers & Technical Team: As an open source project, SmartResume provides developers with an extensible resume parsing framework that can be used to develop customized resume processing tools or integrated into other applications.