Executive Summary
Confidence Distribution
How our review rated each language pack in this category.
Language-by-Language Assessment
7 languages reviewed. Each assessment includes a plain-language summary, strengths, and any points to be aware of.
The Dari sight-word set is accurate and well tailored for young learners, with clear, familiar words that support early reading and recognition. A few entries use a more formal register or longer written forms, so teachers or parents may prefer a shorter spoken alternative in some cases.
- High-quality, child-friendly vocabulary choices
- Consistent use of script and spelling for early reading
- Some translations favour a formal or longer written register over the shortest spoken forms
The Fiji Hindi pack offers familiar sight words in forms that match regional use and everyday speech, making it a very good choice for early readers. It reflects regional variation well, so you may notice alternate words used in different families or islands.
- Child-appropriate, conversational vocabulary
- Good reflection of regional usage and Devanagari presentation
- Some regional variants appear; families may prefer slightly different words
The Fijian (iTaukei) pack is very strong and uses natural, everyday words that children will recognise and use. Translations are accurate and well-suited to early reading, though a small number use slightly formal or longer forms used in writing rather than the shortest spoken variants.
- Natural, child-friendly spoken forms
- Clear and consistent Latin-script spelling
- Occasional entries use more formal or longer written forms than casual speech
The Sindhi pack delivers very reliable sight words that young children will recognise, with clear orthography and consistent choices. Most items feel natural in everyday use, though a handful use more formal wording or slightly longer forms.
- Clear, consistent terms suitable for beginners
- Well-presented in the Arabic script used by learners
- A small number of entries use a formal register or longer written forms
The Tok Pisin pack is strong and uses the common, everyday words children learn first; borrowing from English is a normal part of the language and appropriate here. Most items feel natural for learners, though a few entries adopt a slightly more formal register than the shortest spoken forms.
- Everyday, recognisable vocabulary that supports early reading
- Reflects normal Tok Pisin usage (including expected borrowing)
- Occasional items use a more formal register than casual spoken forms
The Tongan sight-word set is accurate and child-friendly, using everyday vocabulary children will hear and read. A few words favor formal or longer variants (often the written forms), so you may prefer shorter spoken alternatives in classroom or home use.
- Natural, familiar vocabulary for early readers
- Clear Latin-script presentation
- Some entries use a formal tone or longer written forms rather than shorter spoken words
The Dhivehi pack provides clear, useful sight-word choices that will help young learners recognise the small words they see most often. Most items use appropriate vocabulary, but a few entries use a more formal written register or show English influence, so you may want to check any words that seem unfamiliar in everyday speech. Overall this is a reliable set for early readers.
- Consistent, child-focused choices for common sight words
- Appropriate use of Thaana script and clear orthography
- Some translations use a formal written register rather than casual spoken forms
- A few items show English influence (mixing) and might sound less natural at home
About This Report
Methodology
Each translation was independently evaluated by an AI language model on four dimensions: meaning accuracy, naturalness for children, correct script usage, and contamination risk (English leakage or wrong-language content). Scores range from 0–100. A score of 70+ indicates the translation is appropriate for use in educational materials. Language-level confidence ratings are derived from the distribution of individual scores within that language pack.
Important Notes
This is an automated quality review, not a native-speaker audit. While it reliably catches mistranslations, script errors, and English leakage, it may not capture every subtle dialect preference or cultural nuance. For languages with very few speakers or limited digital resources, our confidence is naturally more conservative. We recommend supplementary review by a native speaker where possible, particularly for lower-confidence languages.