tailieunhanh - Báo cáo khoa học: "Resume Information Extraction with Cascaded Hybrid Model"

This paper presents an effective approach for resume information extraction to support automatic resume management and routing. A cascaded information extraction (IE) framework is designed. In the first pass, a resume is segmented into a consecutive blocks attached with labels indicating the information types. Then in the second pass, the detailed information, such as Name and Address, are identified in certain blocks (. blocks labelled with Personal Information), instead of searching globally in the entire resume. . | Resume Information Extraction with Cascaded Hybrid Model Kun Yu Department of Computer Science and Technology University of Science and Technology of China Hefei Anhui China 230027 yukun@ Gang Guan Department of Electronic Engineering Tsinghua University Bejing China 100084 guangang@ Ming Zhou Microsoft Research Asia 5F Sigma Center Zhichun Road Haidian Bejing China 100080 mingzhou@ Abstract This paper presents an effective approach for resume information extraction to support automatic resume management and routing. A cascaded information extraction IE framework is designed. In the first pass a resume is segmented into a consecutive blocks attached with labels indicating the information types. Then in the second pass the detailed information such as Name and Address are identified in certain blocks . blocks labelled with Personal Information instead of searching globally in the entire resume. The most appropriate model is selected through experiments for each IE task in different passes. The experimental results show that this cascaded hybrid model achieves better F-score than flat models that do not apply the hierarchical structure of resumes. It also shows that applying different IE models in different passes according to the contextual structure is effective. 1 Introduction Big enterprises and head-hunters receive hundreds of resumes from job applicants every day. Automatically extracting structured information from resumes of different styles and formats is needed to support the automatic construction of database searching and resume routing. The definition of resume information fields varies in different applications. Normally resume information is described as a hierarchical structure The research was carried out in Microsoft Research Asia. with two layers. The first layer is composed of consecutive general information blocks such as Personal Information Education etc. Then within each general information

• Báo cáo khoa học
• Resume Information Extraction
• Cascaded Hybrid Model
• Kun Yu
• báo cáo khoa học
• mô hình ngôn ngữ
• xử lý ngôn ngữ tự nhiên
• Bài giảng Xử lý ngôn ngữ tự nhiên
• Ngôn ngữ tự nhiên
• Kỹ thuật lập trình
• Xử lý nhập nhằng ngữ nghĩa
• Xử lý ngữ nghĩa
• Xử lý ngôn ngữ
• Natural Language Processing
• Ngôn ngữ lập trình
• Nhập nhằng cấu trúc
• Tri thức về ngôn ngữ
• Mô hình n gram
• Dịch máy
• Phương pháp dịch máy
• Hiểu ngôn ngữ
• Phân tích ngữ nghĩa
• Phân loại tin tự động
• Biểu diễn vị từ
• Thuộc tính về sự kiện
• Thuộc tính về sự kiện
• Mô hình ngôn ngữ Google Book N grams
• Mô hình ngôn ngữ KenLM
• Phương pháp làm mịn
• Tách từ tiếng Việt
• Gán nhãn từ loại
• Phân tích cú pháp
• Nghĩa từ vựng
• Phân giải nhập nhằng từ
• Phân loại văn bản
• Lexical chain
• Phản hồi thông tin
• Bài toán PTCP
• Cấu trúc ngữ pháp
• Phân tích cú pháp xác suất
• CKY kết hợp xác suất
• Văn phạm phi ngữ cảnh xác suất
• Hình thái học