Glossary
Dialect
A dialect is a regional or social variety of a language, with its own vocabulary, grammar and pronunciation. Speech recognition is usually less accurate on dialects than on the standard form, because labeled training data for dialects is often scarcer.
Updated October 17, 20264 cited facts, each traced to its source
Also called language variety.
A dialect is a regional or social variety of a language. It can differ from the standard form in vocabulary, grammar and pronunciation, and its speakers usually understand the standard form too. The line between a dialect and a separate language is often a matter of politics and history rather than linguistics alone, which is why researchers also use the broader term language variety.
A dialect means more than pronunciation
A dialect is not only a different accent. It can bring different words for everyday objects, different verb forms and different sentence patterns. Modern Standard Arabic, for example, is the formal written standard, while the spoken forms used in everyday life vary by country and city. Swiss German is a similar case: many people in Switzerland speak regional dialects that differ from the German taught in schools. The distinction matters because a locale can name a language and region, but a dialect is a variety of speech that the locale may not capture.
Dialects raise speech recognition error rates
Recognizers are usually trained on the standard form and on the speech that is easiest to collect. A 2025 study reports that error rates for Arabic speech rise sharply on dialectal and accented speech, compared with Modern Standard Arabic, because of linguistic mismatch and scarce labeled data 1. Older work shows the same pattern. On the 1996/97 NIST CallHome task for Egyptian Colloquial Arabic, the best word error rate obtained in those evaluations was 61 percent 2.
Spanish shows the variation on a smaller scale. In a 2026 test of YouTube's automatic Spanish captions, Argentinian Spanish had the highest overall word error rate of the dialects tested, at 24 percent 3, and Mexican Spanish had an overall word error rate of 18 percent 4. The Mexican recordings came from a different dataset, so the comparison is a warning, not a precise ranking, and it measures a captioning system rather than a dictation app.
A concrete example: the same language, two dialects
Suppose you dictate in Spanish, but you speak the Spanish of Buenos Aires, with its own vocabulary and intonation. A recognizer trained mostly on other varieties may choose words that are common in those varieties and miss some of yours. The output is still Spanish, which makes the errors easy to overlook. Read a short test passage in your own dialect before you trust a tool for a long document.
Why it matters for dictation and typing
For dictation, a dialect is a reason to choose the closest locale and to test before you commit. A locale for a country is not always a locale for your dialect, and some languages have few dialect-specific models. Our guide to Spanish speech to text explains how the Spanish variants differ across platforms, and the guide to Arabic speech to text covers the dialect problem for Arabic. The question on which Arabic dialects speech to text handles lists the practical options.
A dialect and an accent can both affect recognition, but they are not the same. An accent is how someone pronounces a language. A dialect is a variety with its own words and grammar, and it can come with a different accent too.
Related terms
- Accent: the pronunciation of a speaker, which can differ from the dialect's vocabulary and grammar.
- Locale: the language and region setting a device uses.
- Non-native speech: speech in a second language, which can also be recognized less accurately.
- Word error rate (WER): the usual measure behind the dialect figures above.
Guides and questions that cover it
Evidence
Every number on this page, with where it comes from. Open a fact to see the exact words in its source.
- 1.
- 2.
- 3.
- 4.
Related terms
- Dictation Languages, Accents and Voice TranslationThe topic this term belongs to
- AccentAn accent is the way a speaker pronounces a language, shaped by where they grew up, their first language or their community. Accents change pronunciation, not vocabulary, and speech recognition error rates can differ sharply from one accent to another.
- Character error rate (CER)Character error rate (CER) is the number of character insertions, substitutions and deletions needed to turn a recognizer's output into the correct text, divided by the number of characters in the correct text. It is the usual measure where words are not separated by spaces.
- Code-switchingCode-switching is the habit of moving between two or more languages within a conversation or a single sentence. Speech recognizers built around one language often misread the switched words, so mixed speech is harder to dictate than speech in one language.
- DiacriticsDiacritics are marks added to a letter, such as the acute accent in é, the tilde in ñ or the vowel marks in Arabic, that change how a letter sounds or which word it spells. Speech tools and everyday writers often leave them out, so a dictated word can come out spelled differently from what you meant.
- Input method editor (IME)An input method editor (IME) is software that supports text input for characters that cannot be typed easily on a standard keyboard, such as many East Asian characters. Speech input can also be an input method, and Android allows only one input method to be enabled at a time.
- LocaleA locale is a language combined with a region, and sometimes a script, such as en-GB for English as used in the United Kingdom. Dictation and speech settings use locales because the same language can differ in spelling, punctuation and speech patterns from one region to another.
- Low-resource languageA low-resource language is one with little digital speech and text data for training speech recognition and other language tools. There is no fixed cutoff, and a language can be well resourced for one task and poorly resourced for another.
- Modern Standard Arabic (MSA)Modern Standard Arabic (MSA), also called Fusha, is the standardized form of Arabic used in writing and formal speech, such as news broadcasts and official documents. Speakers use regional dialects in everyday conversation, and speech tools recognize formal Arabic more accurately than dialect speech.
- Non-native speechNon-native speech is speech in a language that is not the speaker's first language, often called L2 speech or foreign-accented speech. Recognizers can transcribe read non-native English well, but they handle hesitations, repetitions and revisions differently, and results depend on the system.
- PinyinPinyin, also called Hanyu Pinyin, is the system that spells Mandarin Chinese syllables with the Latin alphabet and marks the tones with diacritics. People type Chinese by spelling the sound in Pinyin and choosing the character they want, and speech tools must choose among characters that share one Pinyin spelling.
- Right-to-left (RTL) scriptA right-to-left (RTL) script is a writing system, such as Arabic, Hebrew, Persian or Urdu, whose letters run from right to left. Text that mixes these letters with digits or Latin words is bidirectional, so software needs a specific algorithm to order and display it.
- Speech translationSpeech translation converts speech in one language into the same meaning in another language, as text or as synthesized speech. Most systems first recognize the speech and then translate the text, so a recognition error carries into the translation.
Pages that use this term
- Dictation Languages, Accents and Voice TranslationTopic
- Speech Recognition and Accents: Accuracy and FixesGuide
- Spanish Speech to Text and Talk to TextGuide
- Arabic Speech to Text and Right-to-Left DictationGuide
- Does speech to text understand Arabic dialects?Question
- How do you dictate in German?Question
- How do you voice type in Arabic?Question
- AccentGlossary
- LocaleGlossary
- Modern Standard Arabic (MSA)Glossary
- Non-native speechGlossary
- Right-to-left (RTL) scriptGlossary
- Speech translationGlossary