1. Reading Report Semantic Parsing （续）
瞿裕忠
南京大学计算机系

2. Article
S. Reddy, M. Lapata, and M. Steedman. Large scale semantic parsing without question-answer pairs. Transactions of the Association for Computational Linguistics (TACL), 2014, 2(10):377–392.
Wen-tau Yih, Ming-Wei Chang, Xiaodong He, Jianfeng Gao: Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge Base. ACL (1) 2015: 

3. Introduction GraphParser (the first article)
Exploit the structural and conceptual similarities between natural language and Freebase through a common graph-based representation.
Formalize semantic parsing as a graph matching problem.
Learn a semantic parser without using annotated question-answer pairs.
Can create semantic parses for any type of NL sentences.

4. Julie Andrews has appeared in 40 movies
Introduction
Julie Andrews has appeared in 40 movies

5. Julie Andrews has appeared in 40 movies
Introduction
Julie Andrews has appeared in 40 movies

6. Introduction

7. Introduction

8. Example

9. Example

10. Freebase graphs for NL graph (c) and their denotations
Example
Freebase graphs for NL graph (c) and their denotations

11. Freebase graphs for NL graph (c) and their denotations
Example
Freebase graphs for NL graph (c) and their denotations

12. Experimental Evaluation

13. Experimental Evaluation

14. Experimental Evaluation

15. Article
S. Reddy, M. Lapata, and M. Steedman. Large scale semantic parsing without question-answer pairs. Transactions of the Association for Computational Linguistics (TACL), 2014, 2(10):377–392.
Wen-tau Yih, Ming-Wei Chang, Xiaodong He, Jianfeng Gao: Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge Base. ACL (1) 2015: 

16. Introduction

17. Introduction

18. Introduction

19. Introduction

20. Experimental Evaluation
WebQuestions dataset

21. Related papers
S. Reddy, M. Lapata, and M. Steedman. Large scale semantic parsing without question-answer pairs. Transactions of the Association for Computational Linguistics (TACL), 2014, 2(10):377–392.
Wen-tau Yih, Ming-Wei Chang, Xiaodong He, Jianfeng Gao: Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge Base. ACL (1) 2015: 
T. Kwiatkowski, E. Choi, Y. Artzi, and L. Zettlemoyer. Scaling semantic parsers with on-the-fly ontology matching. EMNLP 2013.

22. Related papers
Huan Sun, Hao Ma, Wen-tau Yih, Chen-Tse Tsai, Jingjing Liu, Ming-Wei Chang: Open Domain Question Answering via Semantic Enrichment. WWW 2015: 
Chen-Tse Tsai, Wen-tau Yih,  Christopher J.C. Burges: Web-based Question Answering: Revisiting AskMSR. 2015

23. 致谢
欢迎讨论！