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Record W4408534091 · doi:10.5430/wjel.v15n4p355

Contrastive Analysis of Imperative Sentences in English and Batak Toba: A Case Study Using Si Mardan Film

2025· article· en· W4408534091 on OpenAlexvenueno aff
Herman Herman, Rohdearni Wati Sipayung, Ikhwanuddin Nasution, Corry Corry, Bismar Sibuea, Rohanna Sinambela, Junita Batubara

Bibliographic record

VenueWorld Journal of English Language · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicSouth Asian Cinema and Culture
Canadian institutionsnot available
Fundersnot available
KeywordsContrastive analysisComputer scienceLinguisticsNatural language processingArtificial intelligencePhilosophy

Abstract

fetched live from OpenAlex

This research aims to show the differences between imperative sentences in Toba Batak language and English. This imperative sentence can be seen in terms of sentence structure (sentence pattern) using Swan's theory (1982:77). Where the imperative sentence consists of command, request, compulsion, advice and suggestion. Researchers used descriptive qualitative methods to analyse existing data using Script data from the Batak opera drama entitled Si Mardan. The results of this research show that there are similarities and differences in sentence structures in the sentences. In the Batak Toba language, the use of imperative sentences tends to use the subject when giving commands, requests, compulsions, advice and suggestions. Whereas in English there tends to be no mention of the subject (hidden subject). The total of all data is 21 data, of which there are 14 (67%) different data and there are 7 (33%) data with the same sentence structure. So, it can be concluded that in the film Si Mardan the contrastive analysis is dominantly different from the Batak Toba language to English. This linguistic difference may have implications for language learners and translators working between Batak Toba and English. The explicit use of subjects in Batak Toba imperatives could potentially lead to more direct and personalized communication styles compared to English. Further research could explore how these structural differences impact the pragmatics and cultural norms of communication in each language community. This linguistic analysis of Si Mardan reveals valuable insights into the structural differences between Batak Toba and English, particularly in the realm of imperative constructions. These findings could potentially inform language teaching methodologies and translation practices, helping to bridge the gap between these two distinct linguistic systems. Furthermore, exploring the pragmatic and cultural implications of these structural differences could provide a deeper understanding of communication patterns and social dynamics within each language community.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.039
Threshold uncertainty score0.978

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.012
GPT teacher head0.262
Teacher spread0.250 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes1
Has abstractyes

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