Academic Translator
Translation aimed at research text, where the terminology matters more than the fluency. The local pass substitutes known academic phrases into the target language and reports how many it hit; a glossary lists every term it preserved, which is the part a translator can actually reuse across a paper.
Terminology First, Syntax Second
Academic text fails in translation at the term, not the sentence. A phrase rendered fluently but with the wrong established equivalent reads as uninformed to anyone inside the field, and the damage is not repaired by otherwise good prose. The design here inverts the usual priority: identify and handle the terminology, and be explicit about how much of the rest has been substituted.
- A compiled phrase table holds roughly ninety academic expressions grouped by target language, covering the connective and framing language that research writing reuses constantly — the ways of introducing evidence, qualifying a claim and signalling that a result follows from the preceding argument.
- Substitution runs longest phrase first. The ordering is not cosmetic: replacing in the other order would consume part of a longer expression with a shorter match and leave a fragment behind, which produces text that is subtly wrong in a way that is hard to spot.
- Six target languages are offered — Chinese, Spanish, French, German, Portuguese and Japanese — and the phrase table is separate per language rather than one list translated across all of them.
- A terminology mode controls what happens to terms the table recognises. Keep original leaves them in the source language and marks them as preserved; Bilingual shows both forms, which is the mode to use for a paper that will be read by people whose command of the target language varies.
- The glossary is rendered as a table with a badge per term indicating whether it was kept in the original or translated, so the decisions the tool made are visible and reviewable rather than buried in the prose.
- The tool reports the number of phrases it substituted and states plainly that a full translation needs a connected provider, which is an accurate description of what the local pass does.
Working With the Local Pass Rather Than Around It
- Paste the abstract or the section that carries the most terminology. The phrase table has finite coverage, so concentrating on the parts dense with academic framing produces more hits than the same word count of results discussion.
- Set the field before generating. Biology and life sciences, computer science, economics, medicine, physics, psychology and a general setting are available, and the field determines which terms are treated as established terminology rather than ordinary words.
- Choose Bilingual if the translation will be read alongside the original or by readers with mixed proficiency. Choose Keep original when the target audience works in the source language and expects the standard terms unchanged.
- Read the glossary before reading the body. It is the compact thing to check — if a term has been preserved when it should have been translated, that decision propagates through every occurrence.
- Note the substitution count against the length of the text. A long passage with a handful of hits has barely been touched, and the honest reading is that you are looking at mostly source-language text with terminology handled.
- Copy the glossary out separately. It is reusable across the rest of the paper and saves making the same terminology decision twice.
Three Ways to Handle Research Terminology
| Alternative | Notes |
|---|
| Keep original | Terms stay in the source language and are flagged as preserved. The right default for a paper going to specialists in the field, who will recognise the term and may be confused by a translation that departs from the established equivalent. It also removes the risk of an invented translation, which is the worst outcome available here. |
| Bilingual | Both forms appear, which is what a glossary-heavy document needs and what a non-specialist reader requires. It costs length — roughly double for a term-dense sentence — so it is a poor choice for anything with a word limit. |
| Fully translated terms | Reads most naturally to a general audience and carries the highest risk, because a term translated by substitution rather than by convention can disagree with every published equivalent in the field. Use it only when you can check each term against a source you trust. |
| What the local pass cannot do | It substitutes phrases it recognises; it does not translate sentences. A passage with no phrase hits comes back essentially unchanged, and the tool says so rather than presenting the source text as a translation. |
An Abstract Through the Local Pass
Take a four-sentence abstract with framing language at the start, a methods sentence, a result with a stated effect and a concluding hedge.
- The framing phrases are where the substitutions land. Opening formulations and the connective language around a stated finding are exactly what the phrase table covers, so several hits appear in the first and last sentences while the methods sentence is barely touched.
- A term in the results sentence is recognised and, in Keep original mode, is left in place with a preserved badge in the glossary. The surrounding words change; the term does not. That contrast is the whole point of the design.
- In Bilingual mode the same term appears alongside its target-language equivalent. Where the tool has a confident equivalent the pair is useful; where it does not, the badge tells you the term was left untouched rather than translated, which is the signal to go and look it up yourself.
- The substitution count is the honest measure of how much happened. Four sentences with six substitutions is not a translation of an abstract; it is an abstract with its terminology handled, and the remaining work is the sentence construction.
- Switching the field from general to medicine changes which terms are recognised, because the established vocabulary differs. If a term you expected to be picked up was not, the field setting is the first thing to check.
Questions About the Terminology Pass
Is the output a usable translation?
No, and the tool says so explicitly after a local run. What you get is a text with recognised academic phrases substituted and terminology decisions recorded in a glossary. Sentence construction is largely untouched, so the output is best thought of as a terminology pass — genuinely useful for consistency, not a substitute for the translation itself, which needs a language model or a translator.
Why were my key terms left in English?
Either the terminology mode is set to Keep original, in which case that is the intended behaviour and the glossary confirms it with a preserved badge, or the term is not in the phrase table for that target language and was simply not recognised. The glossary distinguishes the two: a preserved term has an explicit entry, while an unrecognised term is absent because nothing happened to it.
How do I get a consistent glossary across a whole paper?
Run each section with the same field setting and the same terminology mode, then merge the glossaries. Consistency comes from the settings rather than from the tool remembering anything between sessions — nothing is stored, so the same inputs and settings are what reproduce the same decisions. Writing the agreed term list down once and checking new sections against it is the reliable workflow.
Does my unpublished research get transmitted?
Not by the local pass. The phrase table is compiled into the page and the substitution happens there, so the text stays with you and the tool works offline. A connected provider is what transmits, and for unpublished research that is the decision worth making deliberately rather than by default — the terminology pass exists so that there is a useful option which keeps the manuscript local.
Last verified: October 3, 2026
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Maintained by Huang Bin · Last updated October 3, 2026