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How do English translations differ from non-translated English writings? A multi-feature statistical model for linguistic variation analysis

  • Xianyao Hu

    Xianyao Hu currently holds a professorship in the College of International Studies at Southwest University in China. He worked as a research associate in the Department of Linguistics and English Language at Lancaster University in 2014. He got his Ph.D. in Translation Studies from East China Normal University in 2006, and had worked as post-doctoral researcher at Beijing Foreign Studies University and Fulbright visiting scholar at the University of California Los Angeles.

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    , Richard Xiao

    Richard Xiao is Professor of Linguistics at Zhejiang University in China as well as Reader in Corpus Linguistics and Chinese Linguistics (Honorary) in the Department of Linguistics and English Language at Lancaster University in the UK. His main research interests cover corpus linguistics, contrastive and translation studies of English and Chinese, and tense and aspect theory. His recent books in these areas include Aspect in Mandarin Chinese (John Benjamins, 2004), Corpus-Based Language Studies (Routledge, 2006), A Frequency Dictionary of Mandarin Chinese (Routledge, 2009), Using Corpora in Contrastive and Translation Studies (Cambridge Scholars, 2010), Corpus-Based Contrastive Studies of English and Chinese (Routledge, 2010) and Corpus-Based Studies of Translational Chinese in English-Chinese Translation (Springer 2015).

    and Andrew Hardie

    Andrew Hardie is Senior Lecturer in the Department of Linguistics and English Language at Lancaster University in the UK. He is Deputy Director of the ESRC Centre for Corpus Approaches to Social Science. His major specialism is corpus linguistics – specifically, the methodology of corpus linguistics, and how it can be applied to different areas of study in linguistics and beyond. He is also interested in the use of corpus-based methods to study languages other than English, especially the languages of Asia, with an especial focus on issues in descriptive and theoretical grammar.

Abstract

This paper discusses the debatable hypotheses of “Translation Universals”, i. e. the recurring common features of translated texts in relation to original utterances. We propose that, if translational language does have some distinctive linguistic features in contrast to non-translated writings in the same language, those differences should be statistically significant, consistently distributed and systematically co-occurring across registers and genres. Based on the balanced Corpus of Translational English (COTE) and its non-translated English counterpart, the Freiburg-LOB corpus of British English (FLOB), and by deploying a multi-feature statistical analysis on 96 lexical, syntactic and textual features, we try to pinpoint those distinctive features in translated English texts. We also propose that the stylo-statistical model developed in this study will be effective not only in analysing the translational variation of English but also be capable of clustering those variational features into a “translational” dimension which will facilitate a crosslinguistic comparison of translational languages (e. g. translational Chinese) to test the Translation Universals hypotheses.

Funding statement: Funding: National Social Science Fund of China, (Grant/Award Number: “11CYY010”) Program for New Century Excellent Talents in University, Ministry of Education of China, (Grant/Award Number: “NCET-11-0460”) Economic and Social Research Council, (Grant/Award Number: “ES/K010107/1”)

About the authors

Xianyao Hu

Xianyao Hu currently holds a professorship in the College of International Studies at Southwest University in China. He worked as a research associate in the Department of Linguistics and English Language at Lancaster University in 2014. He got his Ph.D. in Translation Studies from East China Normal University in 2006, and had worked as post-doctoral researcher at Beijing Foreign Studies University and Fulbright visiting scholar at the University of California Los Angeles.

Richard Xiao

Richard Xiao is Professor of Linguistics at Zhejiang University in China as well as Reader in Corpus Linguistics and Chinese Linguistics (Honorary) in the Department of Linguistics and English Language at Lancaster University in the UK. His main research interests cover corpus linguistics, contrastive and translation studies of English and Chinese, and tense and aspect theory. His recent books in these areas include Aspect in Mandarin Chinese (John Benjamins, 2004), Corpus-Based Language Studies (Routledge, 2006), A Frequency Dictionary of Mandarin Chinese (Routledge, 2009), Using Corpora in Contrastive and Translation Studies (Cambridge Scholars, 2010), Corpus-Based Contrastive Studies of English and Chinese (Routledge, 2010) and Corpus-Based Studies of Translational Chinese in English-Chinese Translation (Springer 2015).

Andrew Hardie

Andrew Hardie is Senior Lecturer in the Department of Linguistics and English Language at Lancaster University in the UK. He is Deputy Director of the ESRC Centre for Corpus Approaches to Social Science. His major specialism is corpus linguistics – specifically, the methodology of corpus linguistics, and how it can be applied to different areas of study in linguistics and beyond. He is also interested in the use of corpus-based methods to study languages other than English, especially the languages of Asia, with an especial focus on issues in descriptive and theoretical grammar.

Acknowledgements

This research was undertaken as part of the UK ESRC-funded project “Comparable and Parallel Corpus Approaches to the Third Code: English and Chinese Perspectives” (ES/K010107/1). We are also obliged to the support of the National Social Science Fund of China for the research project (11CYY010) and the Ministry of Education of China under its Program for New Century Excellent Talents in University (grant reference NCET-11-0460).

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Appendix: Linguistic features analysed

(A) TENSE AND ASPECT MARKERS
1VBDPast tense
2PEASPerfect aspect
3VPRTPresent tense
(B) PLACE AND TIME ADVERBIALS
4PLACEPlace adverbials
5TIMETime adverbials
(C) PRONOUNS AND PROVERBS
6FPP1First person pronouns
7SPP2Second person pronouns
8TPP3Third person pronouns
9PITpronoun it
10DEMPDemonstrative pronouns
11INPRIndefinite pronouns
12PRODPro-verb do
(D) QUESTIONS
13WHQUWH-questions
(E) NORMINAL FORMS
14NOMZNominalizations
15GERGerunds
16NNTotal other nouns
(F)PASSIVES
17PASSAgentless passives
18BYPABy-passives
(G) STATIVE FORMS
19BEMABe as main verb
20EXExistential there
(H) SUBORDINATION
21THVCThat verb complements
22THACThat adjective complements
23WHCLWH-clauses
24TOInfinitives
25PRESPPresent participial clauses
26PASTPPast participial clauses
27WZPASTPast participial WHIZ deletion relatives
28WZPRESPresent participial WHIZ deletion relatives
29TSUBThat relative clauses on subject position
30TOBJThat relative clauses on object position
31WHSUBWH relative clauses on subject position
32WHOBJWH relative clauses on object position
33PIREPied-piping relative clauses
34SERESentence relatives
35CAUSCausative adverbial subordinators
36CONCConcessive adverbial subordinators
37CONDConditional adverbial subordinators
38OSUBOther adverbial subordinators
(I) PREPOSITIONAL PHRASES, ADJECTIVES AND ADVERBS
39PINTotal prepositional phrases
40ATTRJAttributive adjectives
41PREDPredictive adjectives
42RTotal adverbs
(J) LEXICAL SPECIFICITY
43STTRStandardized Type/Token Ratio
44AWLAverage word length
(K) LEXICAL CLASSES
45CONJConjuncts
46DWNTDowntoners
47HDGHedges
48AMPAmplifiers
49EMPHEmphatics
50DPARDiscourse particles
51DEMODemonstratives
(L) MODALS
52POMDPossibility modals
53NEMDNecessity modals
54PRMDPredictive modals
(M) SPECIALIZED VERB CLASSES
55PUBVPublic verbs
56PRIVPrivate verbs
57SUAVSuasive verbs
58SMPSeem/appear
(N) REDUCED FORMS AND DISPREFERRED STRUCTURES
59CONTContractions
60THATDSubordinator-that deletion
61STPRStranded prepositions
62SPINSplit infinitives
63SPAUSplit auxiliaries
(O) COORDINATION
64PHCPhrasal coordination
65ANDCIndependent clause coordination
(P) NEGATION
66SYNESynthetic negation
67XX0Analytic negation
(Q) OVERALL TEXTUAL FEATURES
68ASLaverage sentence length
69APLaverage paragraph length
70ASSLaverage sentence section length
71STWShort words (≤letters)
72LNWlong words (≥letters)
73TOP10Highest frequency words
74LDlexical density (proportion of lexical words)
75GEXproportion of function words
76PUNCpunctuation
(R) OTHER FEATURES
77NNoun
78VVerb
79JAdjective
80MNumber
81PPronoun
82IProposition
83APPGEpossessive pronoun
84ATArticles
85CCcoordinating conjunction
86CSsubordinating conjunction
87DTDeterminer
88GEMgenitive marker
89REFMreformulation marker
90FWforeign word
91MDModels
92RPParticle
93WDTWh-determiner
94WPWh-pronoun
95WP$possessive Wh-pronoun
96WRBWh-adverb
Published Online: 2016-02-09
Published in Print: 2019-10-25

©2019 by De Gruyter Mouton

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