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Record W4405986802 · doi:10.5539/ijel.v15n1p94

Repetition in Robert F. Kennedy and Martin Luther King Jr.’s Selected Speeches Against Social Injustice: A Contrastive Critical Discourse Analysis

2025· article· en· W4405986802 on OpenAlexvenueno aff
Dalya Qays

Bibliographic record

VenueInternational Journal of English Linguistics · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicRhetoric and Communication Studies
Canadian institutionsnot available
Fundersnot available
KeywordsInjusticeMartin luther kingRepetition (rhetorical device)Critical discourse analysisSociologyPhilosophyLinguisticsPolitical scienceLawIdeologyPolitics

Abstract

fetched live from OpenAlex

This paper conducts a contrastive critical discourse analysis to examine the role of repetition in selected speeches delivered by Robert F. Kennedy (RFK) and Martin Luther King Jr. (MLK) against social injustice. The study aims to examine repetition as a rhetorical and linguistic device through a contrastive lens, presenting its divergent usage and impact on framing these significant speeches. Along with this, the study tries to highlight the underpinning ideologies through the used types of repetition. By adopting Cockcroft and Cockcroft’s (2014) framework and by following a mixed method of research analysis, the study has found that RFK’s speeches employ certain types of repetition, namely, random repletion, initial repetition, stop-and-start, and full circle so that to emphasise key points, ideas, actions in order to make the speeches memorable and give them variety as well as to impact emotions. Concerning MLK’s speeches, the study has found that repetition, through its various types, is used to emphasise and to ensure key messages about social injustice and allow the audience to reinforce these messages. The study has also revealed that types of repetition are interrelated and could be used interchangeably; thus, a repeated phrase of initial repetition could be repeated in random, stop-and-start, full-circle types. It has been identified that repetition is a powerful device in uncovering ideology, by repeating certain words, phrases, ideologies become apparent. Accordingly, RFK’s ideologies are: social justice, liberalism and democracy, resistance and humanitarianism, while, MLK’s ideologies are: progress and change, non-violence and justice, civil rights and racial equality.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.015
metaresearch head score (Gemma)0.024
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.015
Threshold uncertainty score0.079

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.024
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.001
Science and technology studies0.0080.016
Scholarly communication0.0060.005
Open science0.0010.004
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0010.000

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 head0.018
GPT teacher head0.320
Teacher spread0.302 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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