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1

2 Introduction: What is Factuality? (Factuality) [ + 10] [ + 11] 2011/10/

3 Introduction: Motivation 2011/10/

4 Introduction: Motivation 2011/10/

5 Contents Introduction What is Factuality? Motivation Japanese Factuality Analysis Defining Factuality Lexical Knowledge Algorithm Experiment Error Analysis Conclusion and Future Work 2011/10/

6 Japanese Factuality Analysis [Saurí 08] 2011/10/

7 Japanese Factuality Analysis: Overview Raw Text Resources [ + 07] [ + 10] Factuality Analyzer Manual Rule Result (Factuality) 2011/10/

8 Defining Factuality [Saurí 08] では Factuality Valueを以下のように 確信度と肯否極性の組として定義 肯否極性 確 信 度 確信度 ProbableとPossibleの境界が判別しづらい Certain, Probable, Underspecifiedの3段階として考慮 2011/10/28 第2回 機能表現 文末表現に関するワークショップ - 事実性解析のその後 - 8

9 Defining Factuality: Example CT+ PR+ CT- 2011/10/

10 Defining Factuality: Relation to Related Work [ + 10] 2011/10/

11 Defining Factuality: Relation to Related Work [川添+ 11]の確実性との対応 CT+ CT CT PR+ Uu PR or U PR Uu 2011/10/28 第2回 機能表現 文末表現に関するワークショップ - 事実性解析のその後 - 11

12 Lexical Knowledge [ + 07] [ + 10] PR+ CT- 2011/10/

13 Lexical Knowledge [ + 07] 2011/10/

14 Lexical Knowledge [ + 10] 2011/10/

15 Algorithm 例 彼が出場を断念したことを相手は知らない 依存構造木 Algorithm lines 2 (4-7) 8-11 手がかり表現 contextual factuality event factuality CT+ polarity:! (ない) 知らない CT! 知る: CT! modality: CT (知る) polarity: (知る) CT (4-7) (8-11) (12-15) 相手は ことを CT (4-7) 断念した CT 断念する: CT polarity:! (断念する) CT! (4-7) 8-11 (12-15) 2011/10/28 彼が 出場を CT! 第2回 機能表現 文末表現に関するワークショップ - 事実性解析のその後 - 出場: CT! 15

16 Contents Introduction What is Factuality? Motivation Japanese Factuality Analysis Defining Factuality Lexical Knowledge Algorithm Experiment Error Analysis Conclusion and Future Work 2011/10/

17 Experiment [ + 10] OC (Yahoo! ) 6,404 CT+, CT, PR+, PR, Uu Precision, Recall, F1-score 2011/10/

18 Experiment: Result PR- 2011/10/

19 Contents Introduction What is Factuality? Motivation Japanese Factuality Analysis Defining Factuality Lexical Knowledge Algorithm Experiment Error Analysis Conclusion and Future Work 2011/10/

20 Error Analysis 2011/10/

21 Error Analysis 200 i. 16%, 8% ii. 2% iii. 9% iv. 37% 2011/10/

22 Error Analysis i. 16%, 8% CT CT+ PR PR+ 2011/10/

23 Error Analysis ii. 2% PR+ PR 2011/10/

24 Error Analysis iii. 9% CT Uu 2011/10/

25 Error Analysis iv. 37% CT+ CT 2011/10/

26 Error Analysis v. CT CT+ 2011/10/

27 Contents Introduction What is Factuality? Motivation Japanese Factuality Analysis Defining Factuality Lexical Knowledge Algorithm Experiment Error Analysis Conclusion and Future Work 2011/10/

28 Conclusion and Future Work i. ii. iii. iv. 2011/10/

29 References,,,,,.. D, Vol. J93-D, No.6, pp , 2010.,,,,.. 17, pp , Roser Saurí. A factuality profiler for eventualities in text. PhD thesis, Brandeis University, 2008.,,.., Vol. 14, pp , 2007.,,,,.. 16, pp , /10/

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