Joint Parsing and Translation
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1 Joint arsing and Translation Yang Liu and Qun Liu Institute of Computing Technology Chinese Academy of Sciences August 26, 2010 COLING 2010, Beijing, China 1
2 Separate arsing and Translation source target string parse tree translate string (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 2
3 Separate arsing and Translation arse the source sentence into a tree I V VB VV AS NN bushi yu shalong juxing le huitan (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 3
4 Separate arsing and Translation Transfer the tree into a target string I V VB I X1: X2:V X1 X2 VV AS NN bushi yu shalong juxing le huitan (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 4
5 Separate arsing and Translation Transfer the tree into a target string I V X1: X2:V VB X1 X2 VV AS NN bushi yu shalong juxing le huitan (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 5
6 Separate arsing and Translation Transfer the tree into a target string V VB bushi Bush VV AS NN bushi yu shalong juxing le huitan (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 6
7 Separate arsing and Translation Transfer the tree into a target string V VB bushi Bush VV AS NN Bush yu shalong juxing le huitan (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 7
8 Separate arsing and Translation Transfer the tree into a target string V V X1: X2:VB VB X2 X1 VV AS NN Bush yu shalong juxing le huitan (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 8
9 Separate arsing and Translation Transfer the tree into a target string V X1: X2:VB VB X2 X1 VV AS NN Bush juxing le huitan yu shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 9
10 Separate arsing and Translation Transfer the tree into a target string VB VV AS X1: VB juxing le held a X1 VV AS NN Bush juxing le huitan yu shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 10
11 Separate arsing and Translation Transfer the tree into a target string VB VV AS X1: NN juxing le held a X1 Bush held a huitan yu shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 11
12 Separate arsing and Translation Transfer the tree into a target string NN huitan talk NN Bush held a huitan yu shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 12
13 Separate arsing and Translation Transfer the tree into a target string NN huitan talk Bush held a talk yu shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 13
14 Separate arsing and Translation Transfer the tree into a target string X1: X2: X1 X2 Bush held a talk yu shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 14
15 Separate arsing and Translation Transfer the tree into a target string X1: X2: X1 X2 Bush held a talk yu shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 15
16 Separate arsing and Translation Transfer the tree into a target string yu with Bush held a talk yu shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 16
17 Separate arsing and Translation Transfer the tree into a target string yu with Bush held a talk with shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 17
18 Separate arsing and Translation Transfer the tree into a target string shalong Sharon Bush held a talk with shalong (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 18
19 Separate arsing and Translation Transfer the tree into a target string shalong Sharon Bush held a talk with Sharon (Liu et al., 2006; Huang et al., 2006) August 26, 2010 COLING 2010, Beijing, China 19
20 Forest as Input I0,6 N0,3 V1,6 1,3 VB3,6 0,1 CC1,2 1,2 2,3 VS3,4 AS4,5 5,6 bushi yu shalong juxing le huitan (Mi et al., 2008) August 26, 2010 COLING 2010, Beijing, China 20
21 Joint arsing and Translation source target string parse tree/forest translate string (Liu et al., 2006; Mi et al., 2008) source target string parse + translate tree/forest string This work August 26, 2010 COLING 2010, Beijing, China 21
22 Joint arsing and Translation bushi Bush bushi yu shalong juxing le huitan Bush August 26, 2010 COLING 2010, Beijing, China 22
23 Joint arsing and Translation yu with bushi yu shalong juxing le huitan Bush with August 26, 2010 COLING 2010, Beijing, China 23
24 Joint arsing and Translation shalong Sharon bushi yu shalong juxing le huitan Bush with Sharon August 26, 2010 COLING 2010, Beijing, China 24
25 Joint arsing and Translation NN huitan talk NN bushi yu shalong juxing le huitan Bush with Sharon talk August 26, 2010 COLING 2010, Beijing, China 25
26 Joint arsing and Translation X1: X2: X1 X2 NN bushi yu shalong juxing le huitan Bush with Sharon talk August 26, 2010 COLING 2010, Beijing, China 26
27 Joint arsing and Translation X1: X2: X1 X2 NN bushi yu shalong juxing le huitan Bush with Sharon talk August 26, 2010 COLING 2010, Beijing, China 27
28 Joint arsing and Translation VV VB AS X1: VB juxing le held a X1 VV AS NN bushi yu shalong juxing le huitan Bush with Sharon talk August 26, 2010 COLING 2010, Beijing, China 28
29 Joint arsing and Translation VV VB AS X1: VB juxing le held a X1 VV AS NN bushi yu shalong juxing le huitan Bush with Sharon held a talk August 26, 2010 COLING 2010, Beijing, China 29
30 Joint arsing and Translation V V X1: X2:VB VB X2 X1 VV AS NN bushi yu shalong juxing le huitan Bush with Sharon held a talk August 26, 2010 COLING 2010, Beijing, China 30
31 Joint arsing and Translation V V X1: X2:VB VB X2 X1 VV AS NN bushi yu shalong juxing le huitan Bush held a talk with Sharon August 26, 2010 COLING 2010, Beijing, China 31
32 Joint arsing and Translation I V I X1: X2:V VB X1 X2 VV AS NN bushi yu shalong juxing le huitan Bush held a talk with Sharon August 26, 2010 COLING 2010, Beijing, China 32
33 Joint arsing and Translation I V I X1: X2:V VB X1 X2 VV AS NN bushi yu shalong juxing le huitan Bush held a talk with Sharon August 26, 2010 COLING 2010, Beijing, China 33
34 Synchronous Binarization I X1: X2: V X3:VB X1 X3 X2 (Zhang et al., 2006; Huang et al., 2009) August 26, 2010 COLING 2010, Beijing, China 34
35 arsing and Translation Features source sentence source tree feature function score f, π, e λ h f, π, e K = ( ) ( ) k= 1 target sentence feature weight k k (Och, 2003) parsing features CFG Collins model 1 translation features tree-to-string model n-gram language model word penalty August 26, 2010 COLING 2010, Beijing, China 35
36 Translation Evaluation Training sets Tree-to-string translation model: 251K sentences N-gram language model: GIGAWORD Xinhua arsing models: enn Chinese Treebank V5 Development set NIST 2002 Chinese-English Test set NIST 2005 Chinese-English Evaluation metric Case-insensitive BLEU4 max-bleu training August 26, 2010 COLING 2010, Beijing, China 36
37 Tree-based, forest-based and string-based tree forest string August 26, 2010 COLING 2010, Beijing, China 37
38 Effect of arsing Models on Translation Quality none CFG Lex CFG+Lex August 26, 2010 COLING 2010, Beijing, China 38
39 Why Different? tree-based forest-based string-based August 26, 2010 COLING 2010, Beijing, China 39
40 arsing Evaluation Training set Tree-to-string translation model: 251K sentences N-gram language model: GIGAWORD Xinhua arsing models: enn Chinese Treebank V5 (Articles and ) Development set Articles max-f1 Test set training Articles Evaluation metric F1 (<= 40 words ) August 26, 2010 COLING 2010, Beijing, China 40
41 arsing erformance none CFG Lex CFG+Lex August 26, 2010 COLING 2010, Beijing, China 41
42 Related Work Translation as parsing String-to-tree (Galley et al., 2006; Shen et al., 2008) String-to-string (Chiang et al., 2007; lunsom and Osborne, 2008) Tree-to-tree (Chiang, 2010) Syntax-based language model Constituency (Charniak et al., 2003) Dependency (Shen et al., 2008) Joint parsing (Smith and Smith, 2004; Burkett and Klein, 2008) Bilingually constrained monolingual parsing (Huang et al., 2009) Joint Tokenization and Translation (Xiao et al., 2010) August 26, 2010 COLING 2010, Beijing, China 42
43 Conclusion and Future Work Joint parsing and translation by casting treeto-string translation as a parsing problem: Translation: +1.1 BLEU over forest-based arsing: F1=80.6 Future directions Efficient decoding algorithm In-depth investigation of forest matching Try on better parsing models Scale up to larger data August 26, 2010 COLING 2010, Beijing, China 43
44 Thank You! August 26, 2010 COLING 2010, Beijing, China 44
45 Backup Slides for Questions August 26, 2010 COLING 2010, Beijing, China 45
46 Average Decoding Time tree-based forest-based string-based August 26, 2010 COLING 2010, Beijing, China 46
47 ``Separate arsing and Translation source target string parse + translate tree/forest string source target string parse forest translate string parse with TSG! August 26, 2010 COLING 2010, Beijing, China 47
48 Effect of Bilingual Corpus Size on arsing erformance August 26, 2010 COLING 2010, Beijing, China 48
49 Effect of Language Model Size on arsing erformance August 26, 2010 COLING 2010, Beijing, China 49
50 Better Trees = Better Translations? August 26, 2010 COLING 2010, Beijing, China 50
51 ``Rule Tree in ``arser Forest? Forest size M 66M 105M Exact match (%) recision (%) * sub-sentence division was used to reduce decoding complexity August 26, 2010 COLING 2010, Beijing, China 51
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