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Use case · Academic

Writing a research paper in English for Spanish speakers

Spanish researchers writing English papers face transfer patterns concentrated in methods + results sections: false friends slip through unnoticed («eventually» means «possibly» in Spanish), ser/estar conflations leak as «is/are» misuse, and Spanish long-subordinated sentence structure produces 50+ word English sentences that read as dense.

Why Spanish speakers face this differently

Spanish-speaking researchers writing English papers face transfer patterns that English peer reviewers consistently flag as «sounds non-native» without explaining the underlying cause. False friends are the most insidious in academic context: «assist» means «to attend» in Spanish but «to help» in English. «Eventually» means «possibly» in Spanish but «in the end» in English. «Realize» means «to carry out» in Spanish but «to become aware» in English. These slip through because the words ARE spelled correctly. Ser/estar conflations leak as English «is» where context requires «is being» (or vice versa). And Spanish academic prose uses longer subordinated sentences than English equivalents, producing 50+ word English sentences. Diglot's L1-aware grammar identifies all three layers.

The Diglot workflow for research paper writing

  1. 1

    Outline structure in Spanish first

    Research papers have fixed sections: Abstract → Introduction → Methods → Results → Discussion → Conclusion. Outline each section in Spanish — where you remember the technical specifics. Translate paragraph-by-paragraph after the outline is solid.

  2. 2

    Translate methods section with technical register

    Methods sections are the highest-density target for Spanish-transfer patterns (false friends, ser/estar, long subordinations). Translate with academic-register tuning + technical vocabulary preservation. Diglot routes scientific writing through engines that handle methods-section conventions.

  3. 3

    L1-aware grammar — Spanish patterns concentrated in papers

    Diglot flags false friends («assist» «eventually» «realize» «sensible» «library» «pretend» «actual»), ser/estar leak in scientific claims («the result is significant» vs «is being significant»), Spanish gerundio over-translating as English «-ing» («the results are showing» → «the results show»), and long-subordinated 35+ word sentences (suggesting splits).

  4. 4

    Citation integrity through paraphrasing

    Diglot Citation module (SPEC-29) preserves «(Author, 2024)» markers in-place during paraphrasing — most paraphrasing tools lose citations. Spanish researchers often cite Spanish-language sources alongside English; Citation module handles both.

  5. 5

    Plagiarism + Authorship Certificate before submission

    Spark tier plagiarism check before journal submission. Authorship Certificate logs your typing — if peer reviewers or journal screening flag the paper for AI detection (Stanford 2023: non-native English faces ~2× false-positive rate), the chain is your defense.

Spanish → English patterns Diglot catches

Draft (Spanish-influenced) Corrected Why
The professor assists to the conference every year to present the actual research. The professor attends the conference every year to present current research. Two false friends: «assist» ≠ help (Spanish «asistir a» = to attend), «actual» ≠ current (Spanish «actualmente» = currently). Both spelled correctly in English; meaning slips. Pattern: `false-friend-assist-asistir` + `false-friend-actual-actualmente`.
The results are showing a significant correlation that was being observed during the experiment. The results show a significant correlation observed during the experiment. Spanish gerundio overuse + passive over-construction. Spanish «están mostrando» translates literally as «are showing», but English academic writing uses simple present for stable findings. «That was being observed» is wordy passive; English prefers concise «observed». Pattern: `gerundio-overuse-academic` + `passive-overuse`.
For finishing the analysis of the data, we needed more measurements which were obtained eventually through additional experiments that were conducted in the laboratory of the partner institution. To finish the analysis, we needed more measurements. These were obtained through additional experiments at the partner institution's laboratory. «For + gerund» purpose leak from Spanish «para + infinitive» + 40-word sentence with multiple subordinations + false friend «eventually» misuse. Three patterns concentrated in one sentence. Pattern: `for-gerund-purpose` + `long-subordinated-sentence` + `false-friend-eventually-eventualmente`.
In the paper of the colleague that we have published recently, the conclusion is that the method is robust. In the recent paper by our colleague, we conclude that the method is robust. (Or: Our colleague's recent paper concludes that the method is robust.) «Of the colleague» Spanish-genitive structure + passive past tense + wordy framing. Spanish «el artículo del colega» translates literally as «paper of the colleague»; English uses possessive «colleague's paper» or «paper by the colleague». Pattern: `spanish-genitive-of-structure` + `passive-overuse`.

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Frequently asked questions

Does Diglot handle Spanish-language source citations correctly?
Yes. Diglot's Citation module (SPEC-29) preserves citation markers (e.g., «(García, 2024)» or «(García et al., 2024)») through translation and paraphrasing. For Spanish-language author names with diacritics, the Glossary feature pins your preferred transliteration consistently — important for systematic citation across the paper.
How does Diglot tune for STEM vs humanities vs social sciences?
Cowriter Plan mode supports field-specific tuning. STEM papers expect direct claims with quantified evidence («p < 0.05»); humanities expects argumentation with citation density; social sciences blends both. Specify your field once; suggestions tune accordingly. The L1-aware grammar applies regardless of discipline — Spanish transfer patterns leak the same in physics or philosophy papers.
My paper has Spanish abstract at the end. Does Diglot handle bilingual abstracts?
Yes. Spanish abstracts are common in Latin American journals; some European journals require bilingual abstracts. Diglot handles mixed-language documents — write the English body, then add Spanish abstract at the end in Spanish. The Citation module preserves citations across both language sections.
Will my paper be flagged by journal peer review AI detectors?
Increasingly possible in 2026 as journals deploy AI screening. Stanford research found non-native English faces ~2× false-positive rate — Spanish-influenced English specifically gets flagged because Spanish-leak patterns (false friends, ser/estar leak, long subordinations) look unusual to detectors trained on native English. Diglot's L1-aware grammar fixes the patterns (reducing trigger) AND Authorship Certificate provides cryptographic proof of human authorship if flagged.