infopopai.com — Translation Quality Report

Overall Translation Quality

Independent quality assessment of translations across 129 languages

📅 Generated 22 March 2026 🤖 Model: gpt-5-mini-2025-08-07 📊 376,830 translations evaluated
90.6 Average Score
129 Languages
100.0% Score 70+
204,699 Excellent (90+)
71 Flagged Items

Executive Summary

This bundle delivers child-friendly vocabulary flashcards across every category and 129 languages/writing systems included in the Complete All-Category, All-Language pack. Overall quality is strong: most languages score in the Very high or High confidence bands, with 99.98% of translations scoring above 70 and only 71 items flagged for deeper review. Trustworthiness comes from multi-pass AI review, a 7-dimension scoring system, and human-guided checks that prioritize simplicity, correct script, and age-appropriate phrasing. Where issues appear they are usually predictable: mildly formal phrasing, occasionally long labels, script choices or regional variants, and expected loanwords. We present these findings transparently and flag items needing native-speaker attention so caregivers and educators can use the set with confidence while helping us improve edge cases.

Confidence Distribution

How our review rated each language pack in this category.

45 Very High Confidence
71 High Confidence
13 Good Confidence
0 Moderate Confidence

Language-by-Language Assessment

129 languages reviewed. Each assessment includes a plain-language summary, strengths, and any points to be aware of.

af Afrikaans
Very high confidence

Afrikaans translations in this bundle show consistently high quality and child-friendly wording across most categories. The strongest performance appears in 'In the Garden', 'At the Planetarium', and 'Animals', where concise, familiar words were selected. A small portion of entries trend slightly formal or longer than ideal for young children, and a few likely loanwords are present (a normal linguistic feature). Overall, parents and teachers can use these cards with confidence while noting occasional formality for localized adjustment.

✓ Strengths
  • Very high coverage and clarity across everyday categories
  • Top-scoring categories use simple, familiar vocabulary appropriate for children
⚠ Points to note
  • Some entries are slightly formal and may be shortened for younger learners
  • A small number of loanwords appear — linguistically normal but worth reviewing locally
ar Arabic
Very high confidence

Arabic translations show high overall quality, with 'At the Food Market', 'At the Planetarium', and 'Animals' especially well-covered. The content uses clear Modern Standard/child-friendly Arabic in most places. Be aware of occasional regional variation and formality; regional preferences may suggest alternate colloquial words for some audiences.

✓ Strengths
  • Strong market and animal vocabulary appropriate for children
  • Good script and orthographic consistency
⚠ Points to note
  • Some regional variation exists—local dialect choices may be preferred
  • A number of entries read slightly formal and could be made more colloquial
hy Armenian
Very high confidence

Armenian translations are generally accurate and child-friendly, with 'Animals', 'At the Planetarium', and 'At the Playground' as strong areas. Most vocabulary is concise and suitable for young learners. One flagged item ('Ray' in On the Coral Reef scored 61) is noted for review, and there is a pattern of formal phrasing that could be softened.

✓ Strengths
  • Strong animal and exploration vocabulary
  • Clear use of Armenian script for young readers
⚠ Points to note
  • One flagged lower-scoring item ('Ray') has been documented for review
  • A number of entries trend formal and may be simplified
az Azerbaijani
Very high confidence

Azerbaijani translations are generally accurate and child-friendly, with strong performance in 'In the Garden', 'Animals', and 'At the Planetarium'. Vocabulary is appropriate and consistent. Expect some formal phrasing and loanword use; these are typical and can be adjusted to fit local classroom preferences.

✓ Strengths
  • Good clarity in nature and exploration categories
  • Consistent Latin-script presentation
⚠ Points to note
  • Some entries are slightly formal and may be simplified
  • Loanwords appear in parts of the dataset
be Belarusian
Very high confidence

Belarusian content is of high quality with especially good results in 'In the Garden', 'In the Bedroom', and 'Animals'. Most cards are clear and suitable for children. A small group shows formal register or loanword usage; those are normal influences in modern Belarusian and can be edited to match a more casual tone if needed.

✓ Strengths
  • Clear nature and home-related vocabulary
  • Consistent Cyrillic orthography for child readers
⚠ Points to note
  • Some formal phrasing that could be simplified
  • A limited number of loanwords appear
yue Cantonese
Very high confidence

Cantonese delivers very good child-focused vocabulary with especially strong category work in manufacturing, animals, and markets. Regional variation is the primary caution—Cantonese has local forms and register differences that can affect a few labels. Formal phrasing appears in some items, but overall the set is consistent and appropriate for learners.

✓ Strengths
  • Good coverage of core everyday categories
  • Appropriate Traditional script for Cantonese readers
⚠ Points to note
  • Regional variation for some terms may require local review
  • Some entries are more formal than ideal for children
da Danish
Very high confidence

Danish performs very well overall, with particularly strong results for Animals, At the Playground, and At the Beach. Common issues include somewhat formal wording and several loanword candidates or possible loanwords. The set is broadly reliable with minor adjustments recommended to soften register for young learners.

✓ Strengths
  • Clear, child-friendly choices in leading categories
  • High completeness and script accuracy
⚠ Points to note
  • Frequent formal phrasing that could be simplified
  • Loanword and possible loanword occurrences in some items
prs Dari
Very high confidence

Dari translations are generally strong and appropriate for children, with top results in 'Animals', 'At the Planetarium', and 'At the Food Market'. Most vocabulary reads naturally, though formality and regional variation occur in some items. These regional differences are expected; local review will ensure the best dialectal fit.

✓ Strengths
  • Solid animal and exploratory vocabulary
  • Good coverage of everyday market terms
⚠ Points to note
  • Regional variation present—may need dialect-specific adjustments
  • A number of entries are slightly formal
nl Dutch
Very high confidence

Dutch shows very high overall quality with excellent results in At the Planetarium, Animals, and At the Beach. The most frequent issues are slightly formal phrasing, expected loanwords, and occasional longer labels. These are small refinements rather than substantive errors, so the Dutch set is ready for classroom and home use.

✓ Strengths
  • Strong, age-appropriate vocabulary in top categories
  • Comprehensive coverage across all categories
⚠ Points to note
  • A number of entries use a more formal register than ideal
  • Loanwords appear; they are linguistically normal but worth noting
et Estonian
Very high confidence

Estonian performs very strongly across categories, especially in Animals, At the Food Market, and At the Playground. The typical cautions are formal phrasing and longer labels; loanwords appear but are uncommon. The dataset is consistent and ready for child-facing use with minor tone edits.

✓ Strengths
  • Good lexical coverage and orthographic accuracy
  • Strong results in everyday-topic categories
⚠ Points to note
  • Frequent formal phrasing that could be simplified
  • Some long labels and loanword occurrences
fi Finnish
Very high confidence

Finnish achieves very high scores overall and is especially strong for Animals, At the Food Market, and In the Garden. The dataset shows a higher-than-usual count of formal-sounding entries, and some long phrases should be tightened for young readers. Otherwise orthography and coverage are excellent.

✓ Strengths
  • Correct orthography and wide category coverage
  • Good choices for everyday vocabulary
⚠ Points to note
  • Higher incidence of formal phrasing across items
  • Some long labels may be shortened for clarity
gl Galician
Very high confidence

Galician shows very good, child-appropriate vocabulary with especially strong results in At the Planetarium, Animals, and At the Rock Pool. Common small issues include slightly formal wording and occasional long phrases; loanwords are minimal. Overall this is a reliable Galician set for young learners.

✓ Strengths
  • Strong topical coverage and script consistency
  • High quality in child-facing categories
⚠ Points to note
  • Some formal phrasing and longer labels
  • Minor loanword presence
ka Georgian
Very high confidence

Georgian translations are strong overall, especially in 'Animals', 'In the Desert', and 'At the Food Market'. Vocabulary is generally concise and child-friendly. Some entries trend formal or slightly long, and a minority include loanwords—common in modern usage and easy to revise for a more colloquial tone.

✓ Strengths
  • Clear and familiar vocabulary in nature and market categories
  • Good script consistency (Mkhedruli) for young readers
⚠ Points to note
  • Some items are more formal than needed for preschool flashcards
  • A few loanwords are present and may be localized if preferred
el Greek
Very high confidence

Greek translations are strong overall, especially in 'In the Bedroom', 'At the Planetarium', and 'At the Food Market'. Most vocabulary reads naturally for children. There is a noticeable tendency toward formal phrasing and some longer entries; a light edit would improve flashcard brevity.

✓ Strengths
  • Strong everyday and exploration vocabulary
  • Good script consistency and readable phrasing
⚠ Points to note
  • Pronounced trend toward formality in several items
  • Some entries are longer than ideal for flashcards
ht Haitian Creole
Very high confidence

Haitian Creole translations are strong across most categories, particularly 'At the Beach', 'Animals', and 'At the Camp Site'. Vocabulary tends to be familiar and child-friendly. Some formality and loanword items appear; these are expected in a creole context and can be adjusted per classroom preference.

✓ Strengths
  • Clear and familiar coastal and outdoor vocabulary
  • Good readability in Latin script
⚠ Points to note
  • Some formal register present in a subset of items
  • Loanwords and possible loanwords appear — normal for creole varieties
is Icelandic
Very high confidence

Icelandic translations show high quality across categories, particularly in 'At the Playground', 'Animals', and 'At the Food Market'. Most vocabulary is clear and suitable for children. Expect some formal wording and occasional loanword influence; simple edits will make phrasing more playful where needed.

✓ Strengths
  • Strong playground and animal vocabulary
  • Generally idiomatic and clear phrasing
⚠ Points to note
  • A tendency toward formality in some entries
  • A few loanwords present that might be localized
it Italian
Very high confidence

Italian offers very high-quality flashcards with particular strengths in Animals, At the Food Market, and In the Kitchen. The main issues are somewhat formal phrasing and occasional long labels; loanwords are present but limited. The dataset is classroom-ready with light tone edits where needed.

✓ Strengths
  • Natural, child-appropriate vocabulary in core categories
  • High coverage and orthographic consistency
⚠ Points to note
  • A number of entries are slightly formal
  • Some items are longer than ideal for young readers
ja Japanese
Very high confidence

Japanese translations are strong overall, especially in 'Animals', 'At the Rock Pool', and 'At the Planetarium'. Most vocabulary is clear and suitable for children, though there is a higher frequency of loanwords (often katakana) and some items use a formal register. Loanwords are linguistically normal in Japanese, but educators may prefer native terms in a few cards.

✓ Strengths
  • Excellent coverage in animal and exploration categories
  • Consistent use of Japanese scripts appropriate for young readers
⚠ Points to note
  • High incidence of loanwords (katakana) that may feel less native
  • Some entries are slightly formal or longer than ideal
jv Javanese
Very high confidence

Javanese translations are accurate and child-friendly in most categories, with 'Animals', 'At the Food Market', and 'At the Beach' performing best. The set is generally clear, though some loanwords and formal phrasing appear. These are common patterns in Javanese resources and can be localized if desired.

✓ Strengths
  • Strong animal and market vocabulary
  • Child-appropriate wording in coastal and everyday themes
⚠ Points to note
  • Loanword presence and a few formal items that may be localized
  • Possible variation between formal and colloquial registers
kk Kazakh
Very high confidence

Kazakh content is accurate and child-appropriate overall, with 'At the Planetarium', 'Animals', and 'In the Desert' showing particular strength. Most items read naturally, but formality appears in a notable portion and there are some loanword choices. These characteristics are common in modern Kazakh and can be reviewed for local preference.

✓ Strengths
  • Good coverage of exploration and animal-related vocabulary
  • Generally clear and consistent use of Cyrillic script
⚠ Points to note
  • A number of entries use a more formal register than ideal for young children
  • Some loanwords appear and may be swapped for native alternatives if desired
ko Korean
Very high confidence

Korean translations show strong overall quality, especially in 'In the Garden', 'At the Planetarium', and 'In the Desert'. Most cards use clear Korean suitable for children. There is a higher incidence of loanwords and some formality; many loanwords are natural borrowings and acceptable, but local teams may prefer native alternatives in a few cases.

✓ Strengths
  • Clear, age-appropriate vocabulary in nature and exploration themes
  • Wide coverage with consistent orthography (Hangul)
⚠ Points to note
  • Noticeable number of loanwords—normal linguistically but worth local review
  • Some entries are slightly formal for preschool use
ky Kyrgyz
Very high confidence

Kyrgyz translations are accurate and usable for children, with 'Animals', 'At the Planetarium', and 'In the Desert' performing best. Overall clarity is good, but several entries trend formal and there is a higher loanword presence. One flagged low-scoring item ('Hammer' in At the Building Site scored 29) requires review and correction.

✓ Strengths
  • Solid animal and exploration vocabulary
  • Clear Cyrillic presentation in most entries
⚠ Points to note
  • One very low-scoring flagged item ('Hammer') needs correction
  • Notable loanword frequency and some formal phrasing
lv Latvian
Very high confidence

Latvian entries are high quality with notable strengths in 'In the Desert', 'Animals', and 'At the Food Market'. Most terms are simple and suitable for young learners. There is a pattern of slightly formal or longer phrases in a subset that can be tightened for flashcard use.

✓ Strengths
  • Clear animal and food market vocabulary
  • Child-appropriate wording in top categories
⚠ Points to note
  • Some formality that could be softened for preschool audiences
  • A number of longer phrases that may benefit from shortening
lt Lithuanian
Very high confidence

Lithuanian translations perform very well across most categories, with strong results in 'At the Food Market', 'Animals', and 'At the Planetarium'. The set is generally child-appropriate and clear. There is one documented low-scoring item ('Tile' in Everyday Objects scored 58) that we flagged for review; overall issues also include slightly formal phrasing and some longer forms.

✓ Strengths
  • Strong market and animal vocabulary suitable for young learners
  • Consistent use of Lithuanian orthography in most entries
⚠ Points to note
  • One flagged low-scoring item needs review ('Tile')
  • A trend toward formality and longer phrases in some entries
lb Luxembourgish
Very high confidence

Luxembourgish entries are accurate and child-friendly overall, with notable strengths in 'In the Desert', 'Animals', and 'At the Food Market'. Vocabulary is familiar and appropriate for young learners. Expect some formal phrasing and possible loanwords; these can be adjusted for local classroom tone if preferred.

✓ Strengths
  • Clear animal and market vocabulary
  • Appropriate word choices for exploration themes
⚠ Points to note
  • Some entries are slightly formal
  • Possible loanwords appear that may be swapped for native terms
mk Macedonian
Very high confidence

Macedonian entries are accurate and child-friendly, with 'Animals', 'At the Food Market', and 'In the Garden' standing out. Most cards use familiar vocabulary and clear phrasing. Expect some formality and occasional loanwords; these are limited and can be adjusted for local classroom preference.

✓ Strengths
  • Good coverage in animal and everyday categories
  • Clear Cyrillic orthography and accessible wording
⚠ Points to note
  • A number of entries use a slightly formal register
  • Some loanwords appear which could be swapped for native terms if desired
ms Malay
Very high confidence

Malay translations are reliable and child-appropriate, especially in 'At the Beach', 'Animals', and 'At the Playground'. Vocabulary choices are clear and familiar for young learners. There are some loanwords and possible loanword flags; these are linguistically normal and can be replaced with native terms if a more localized flavor is preferred.

✓ Strengths
  • Strong beach and animal vocabulary with simple terms
  • Good readability and consistent use of Latin script
⚠ Points to note
  • A number of loanwords or possible loanwords appear
  • Some entries appear slightly formal for preschool use
zh-CN Mandarin Chinese (Simplified)
Very high confidence

Mandarin Chinese (Simplified) is high quality and well-suited for young learners, with strong results in Animals, At the Manufacturing Plant, and At the Food Market. The main cautions are similar to Traditional Chinese: some too-formal phrasing and occasional long labels, plus a small number of wrong-script cases. These are easily corrected in future passes and do not affect the large majority of entries.

✓ Strengths
  • Reliable Simplified script usage
  • Very good category coverage and child-friendly choices
⚠ Points to note
  • Occasional formal wording and longer-than-ideal phrases
  • A small number of wrong-script instances flagged
zh-TW Mandarin Chinese (Traditional)
Very high confidence

Mandarin Chinese (Traditional) shows very strong, child-friendly coverage across all categories with consistently correct traditional script. The best categories are clear and natural: At the Manufacturing Plant, Animals, and At the Food Market. Most issues are small and predictable—some entries are slightly too formal or longer than ideal, and a minority use the wrong script variant. Overall this is a reliable set for educators and families using Traditional Chinese.

✓ Strengths
  • Consistent Traditional Chinese script
  • Strong coverage in everyday and thematic categories
  • High overall score and 100% items above 70
⚠ Points to note
  • Some entries are slightly too formal for ages 3–10
  • A few long phrases and occasional wrong-script instances
mn Mongolian
Very high confidence

Mongolian content is reliable with particular strength in 'In the Desert', 'Animals', and 'At the Food Market'. Vocabulary choices are generally appropriate for young learners. Some entries trend toward formal wording and there is a modest loanword presence; these are normal and can be adjusted according to local teaching preferences.

✓ Strengths
  • Good coverage of nature and market topics
  • Clear Cyrillic usage and readable phrasing
⚠ Points to note
  • Some formal phrasing and longer items that could be simplified
  • Loanwords appear in a minority of entries
no Norwegian
Very high confidence

Norwegian scores very well and is especially solid for Animals, At the Beach, and At the Food Market. The main patterns to watch are formal register and loanword usage, plus occasional long labels. Those are small, fixable issues and do not detract from the general usability.

✓ Strengths
  • Consistent, child-appropriate vocabulary
  • Strong topical coverage in daily-life categories
⚠ Points to note
  • Some entries use a formal register
  • Loanwords appear in a minority of labels
fa Persian (Farsi)
Very high confidence

Persian (Farsi) items show reliable quality with strong results in 'At the Planetarium', 'At the Beach', and 'Animals'. Most cards use clear, age-appropriate vocabulary. A notable share leans formal and there are some loanword occurrences; these are primarily editorial choices that can be adapted to local classroom tone.

✓ Strengths
  • Good clarity in exploration and nature categories
  • Consistent script and readable phrasing
⚠ Points to note
  • A tendency toward formal register in some items
  • Loanwords appear in places where native alternatives could be chosen
pl Polish
Very high confidence

Polish achieves very high quality with standout categories including Animals, At the Planetarium, and At the Food Market. Most work needed involves formality and occasionally long phrases; a small number of items missing diacritics were flagged and should be checked. Otherwise the set is robust for young learners.

✓ Strengths
  • Strong topical coverage and generally correct orthography
  • Good child-facing lexical choices
⚠ Points to note
  • Some missing diacritics in a few items
  • Formal register and longer phrases in multiple entries
pt Portuguese
Very high confidence

Portuguese has very good, child-centered vocabulary across the set with strong performance in Animals, At the Food Market, and At the Planetarium. The main refinements needed are reducing formality and shortening some labels. Loanwords are present at low levels and do not affect broad usability.

✓ Strengths
  • Natural-sounding choices for children in key categories
  • High coverage and script consistency
⚠ Points to note
  • Some items are more formal than ideal for ages 3–10
  • A portion of labels are longer than optimal
ro Romanian
Very high confidence

Romanian entries are consistently accurate and child-friendly, with 'Animals', 'At the Food Market', and 'At the Planetarium' standing out. Most vocabulary is suitable for early learners and culturally appropriate. A noticeable portion leans formal or is slightly long for flashcards; a brief editorial pass could address this.

✓ Strengths
  • High accuracy and appropriateness in everyday categories
  • Strong animal and market vocabulary
⚠ Points to note
  • Some entries are more formal than ideal for very young children
  • A minority of longer phrases could be shortened
sr Serbian
Very high confidence

Serbian entries are reliable and child-friendly, with particularly strong performance in 'Animals', 'At the Planetarium', and 'In the Desert'. Vocabulary choices are generally familiar and culturally appropriate. Expect some formality and occasional loanwords; these are limited and can be refined if a more colloquial tone is desired.

✓ Strengths
  • Solid animal and exploration vocabulary
  • Consistent Cyrillic usage and clear phrasing
⚠ Points to note
  • Some items are slightly formal for very young children
  • A small number of loanwords that may be replaced with native terms
sk Slovak
Very high confidence

Slovak translations perform very well across the set, with 'Animals', 'In the Garden', and 'At the Playground' particularly strong. Vocabulary tends to be precise and child-friendly. A subset shows slightly formal phrasing and occasional missing diacritics or longer forms that could be tightened for flashcard use.

✓ Strengths
  • Strong, familiar vocabulary in play and nature categories
  • Consistent orthography where diacritics are used correctly
⚠ Points to note
  • Some items trend formal and could be simplified
  • A few entries may need diacritic normalization or shortening
sl Slovenian
Very high confidence

Slovenian shows very reliable translations across categories, with especially strong results in 'In the Garden', 'Animals', and 'At the Playground'. Most items are clear and age-appropriate, reflecting careful word choices. Watch for a subset flagged as slightly formal or longer than ideal; these are easy to adjust for younger children.

✓ Strengths
  • Consistent clarity across common child-focused topics
  • Strong performance in nature and play-related categories
⚠ Points to note
  • Occasional formal register that may be tuned down for preschool use
  • A number of longer phrases that could be shortened for flashcards
es Spanish
Very high confidence

Spanish shows very high overall quality with excellent coverage in Animals, In the Kitchen, and At the Planetarium. The most common issues are slightly formal phrasing and occasional long labels; loanwords are relatively rare. This Spanish set is well-suited for use with young learners with minimal adjustments.

✓ Strengths
  • Clear, child-friendly vocabulary across categories
  • High completeness and reliability
⚠ Points to note
  • Some items use a formal register and some long phrases
  • A small number of loanwords present
su Sundanese
Very high confidence

Sundanese entries are generally clear and suitable for children, with strong results in 'At the Food Market', 'Animals', and 'At the Beach'. Loanwords appear more often here, but many are acceptable in everyday use. A light editorial pass can reduce formality and ensure consistent local phrasing.

✓ Strengths
  • Good market and animal vocabulary for early learners
  • Clear presentation in Latin script
⚠ Points to note
  • Higher loanword frequency that may need review
  • Some entries have a moderate formal tone
sv Swedish
Very high confidence

Swedish delivers very high-quality vocabulary across categories, shining in playground, garden, and animal topics. The main items for improvement are reducing formality and shortening some labels; loanwords also appear in a minority of items. Overall this is a dependable Swedish set for young learners.

✓ Strengths
  • Strong coverage in child-centered thematic areas
  • High internal consistency and orthographic quality
⚠ Points to note
  • A number of items are more formal than child-facing language
  • Some longer phrases and loanwords present
nan Taiwanese Hokkien
Very high confidence

Taiwanese Hokkien (Nan) has very strong coverage and natural choices in categories like At the Planetarium, Animals, and At the Manufacturing Plant. Regional variation is more visible here, which is typical for Hokkien—some alternate forms may be expected by local speakers. Formal phrasing appears in a subset of items but overall the dataset is consistent and usable.

✓ Strengths
  • Good handling of local lexical needs
  • Strong topical coverage for children
⚠ Points to note
  • Regional variation may yield multiple acceptable forms
  • Some items use a more formal register
th Thai
Very high confidence

Thai provides very good child-directed vocabulary, with top performance in facial expressions, manufacturing, and garden topics. Loanwords are more common here (reflecting real lexical borrowing), and a number of entries are slightly formal or long. Script and orthography are sound; a light review to simplify register will make this ideal for children.

✓ Strengths
  • Strong categorical coverage and correct Thai script
  • Good handling of everyday and expressive vocabulary
⚠ Points to note
  • Higher proportion of loanwords (normal for modern Thai)
  • Some entries are more formal or longer than ideal
tk Turkmen
Very high confidence

Turkmen translations show high overall quality with clear vocabulary in 'Animals', 'At the Food Market', and 'In the Garden'. Most cards are suited for young learners. Expect some loanword presence and occasional formality; these are common in contemporary usage and are easy to edit if a more colloquial tone is preferred.

✓ Strengths
  • Good animal and market vocabulary
  • Consistent readability in Latin script
⚠ Points to note
  • Loanword frequency is higher in some areas
  • Some entries are somewhat formal for preschool audiences
vi Vietnamese
Very high confidence

Vietnamese translations are strong overall, with particularly good results in 'At the Planetarium', 'At the Food Market', and 'At the Camp Site'. Vocabulary choices are generally child-appropriate and familiar. Note a recurring pattern of slightly formal phrasing and occasional missing diacritics or longer forms — the missing-diacritics issue is technical and easy to correct in a targeted pass.

✓ Strengths
  • Excellent coverage of everyday and experiential categories
  • Clear, familiar words in top categories
⚠ Points to note
  • Some items use a slightly formal register
  • A small number of entries are missing diacritics and should be normalized
ak Akan (Twi)
High confidence

Akan (Twi) is well covered across categories, with strong performance in desert topics, verbs and camping vocabulary. The main issues are some long expressions and a number of possible loanwords. These are generally minor and easy to refine for child-directed language.

✓ Strengths
  • Good desert and action-word vocabulary for early lessons
  • Balanced coverage across play- and environment-based categories
⚠ Points to note
  • Some long items and possible loanwords—shortening and localization recommended
sq Albanian
High confidence

Albanian translations are solid and generally child-appropriate, with 'At the Food Market', 'Animals', and 'In the Garden' performing well. Most vocabulary is clear, though this language set shows slightly more items that are long or formal compared with others. A short editorial pass would bring a few items into a more playful, flashcard-friendly form.

✓ Strengths
  • Good market and animal vocabulary suitable for children
  • Consistent Latin-script presentation
⚠ Points to note
  • A somewhat higher number of longer or formal entries that could be shortened
  • Possible loanwords in a minority of items
eu Basque
High confidence

Basque flashcards perform well across categories, with particularly clear terms at the Planetarium, In the Garden, and for Animals. A few items are longer than ideal or slightly formal, but the set is otherwise consistent and child-friendly. Local variations may be preferred in some areas of vocabulary.

✓ Strengths
  • Strong planetarium, garden, and animal vocabulary
  • Consistent, age-appropriate wording
  • 100% of items score above 70
⚠ Points to note
  • Some entries are somewhat formal or longer than ideal
  • A few possible loanwords appear
bn Bengali
High confidence

Bengali cards are broadly strong and simple, with standout performance in Animals, In the Garden, and At the Planetarium. Loanwords and occasional formality are the most common issues; regional variation shows up in a minority of items. These are normal for large-language varieties and can be tuned to local preferences.

✓ Strengths
  • Excellent animal and garden vocabulary
  • Broad category coverage appropriate for children
  • 100% of items score above 70
⚠ Points to note
  • Higher loanword presence (10.4%) — reflects modern usage
  • Some entries use a slightly formal register
bi Bislama
High confidence

Bislama provides broad coverage but includes a higher proportion of loanwords and English influence, which mirrors the language’s contact history. It performs well for planetarium, verbs and animals, yet English leakage appears in some items and should be reviewed for younger learners. Overall the set is useful, especially where loanwords are part of everyday speech.

✓ Strengths
  • Good verbs and animal vocabulary that align with classroom activities
  • Strong planetarium vocabulary for basic science themes
⚠ Points to note
  • High prevalence of loanwords and some English leakage—review for register and child-friendliness
bs Bosnian
High confidence

Bosnian shows high quality across categories with strong results in At the Playground, At the Planetarium, and In the Kitchen. The primary refinement areas are a modest number of formal entries and a few longer labels. The Bosnian set is consistent and appropriate for young learners after small edits.

✓ Strengths
  • Good coverage of everyday and play-related vocabulary
  • Consistent orthography and script usage
⚠ Points to note
  • Some items use a formal register
  • A number of entries are longer than ideal
bg Bulgarian
High confidence

Bulgarian provides high-quality vocabulary, especially for Animals, At the Planetarium, and In the Desert. Typical issues include formal phrasing, some loanwords, and a set of longer labels. Overall the set is consistent and appropriate for classroom and home use after minor edits.

✓ Strengths
  • Correct Cyrillic script and solid topical coverage
  • Child-friendly lexical choices in many categories
⚠ Points to note
  • Some formal phrasing throughout the dataset
  • Loanwords and longer labels present in a minority of items
my Burmese
High confidence

Burmese flashcards are well-suited for children, with the strongest sets in At the Rock Pool, In the Garden, and At the Playground. A few entries are flagged for formality and length; one low-scoring item is documented for review. These are easy to correct with a short native-speaker pass.

✓ Strengths
  • Strong outdoor and playground vocabulary
  • Good garden and rock-pool terms
  • Nearly all items score well (99.97% above 70)
⚠ Points to note
  • Many entries trend formal; some are long
  • Flagged low-scoring item ("Cone") should be reviewed
ca Catalan
High confidence

Catalan is high quality overall with excellent category results in At the Planetarium, Animals, and At the Food Market. Nearly all items are strong, but one flagged item ("Pan" in In the Kitchen) scored very low and should be checked by a native speaker. Otherwise the main pattern is slightly formal phrasing in several entries.

✓ Strengths
  • Strong topical coverage and reliable orthography
  • Mostly child-appropriate vocabulary
⚠ Points to note
  • One flagged low-scoring item requires native review
  • Several items are somewhat formal and may be simplified
ceb Cebuano
High confidence

Cebuano offers solid coverage with especially effective materials for Animals, At the Rock Pool and At the Food Market. Tone sometimes trends formal and a number of items are longer than ideal for flashcards, but overall vocabulary choices are appropriate and consistent. A modest editing pass to shorten phrasing will improve suitability for ages 3–6.

✓ Strengths
  • Very usable vocabulary for Animals and everyday market contexts
  • Good category breadth for play- and exploration-based learning
⚠ Points to note
  • Some entries are formal or lengthy; consider shorter, child-friendly phrasing
ny Chichewa
High confidence

Chichewa vocabulary is well distributed and child-friendly in most areas, with standout performance in Common Facial Expressions, In the Garden and Animals. The set contains some formal and lengthy phrasings and a small number of possible loanwords. Overall it’s an excellent baseline for classroom flashcards with minimal edits.

✓ Strengths
  • Very good facial-expression and garden vocabulary
  • Consistent, easy-to-read entries for young learners
⚠ Points to note
  • Some entries are formal or long; consider shortening for preschool use
hr Croatian
High confidence

Croatian performs well with notable strength in At the Planetarium, Animals, and At the Food Market. Common issues are formal phrasing, longer entries, and some possible loanwords. These are stylistic and can be refined through local review without large-scale rework.

✓ Strengths
  • Solid lexical coverage in child-centered categories
  • Orthographically consistent
⚠ Points to note
  • Several formal entries that may need simplification
  • Possible loanwords present in a subset of items
cs Czech
High confidence

Czech has high overall quality with strengths in Animals, In the Garden, and At the Planetarium. One flagged low-scoring item ("Skip counting now" in Refusing) needs native review; otherwise common issues are formal phrasing, long labels, and some wrong-script occurrences. The set is broadly reliable once flagged items and tone are checked.

✓ Strengths
  • Good thematic coverage and orthographic quality
  • Child-appropriate choices in many categories
⚠ Points to note
  • One flagged low-scoring item requires native-speaker correction
  • Some formal phrasing and occasional wrong-script flags
dz Dzongkha
High confidence

Dzongkha delivers reliable vocabulary for farm, camp-site and animal topics but shows a pronounced formal register in many entries. A few items are flagged and require careful native review, including some that scored very low and others needing register adjustments. Overall coverage is good, especially for outdoor and everyday categories.

✓ Strengths
  • Strong farm and camping vocabulary for contextual learning
  • Good animal terms for nature-focused lessons
⚠ Points to note
  • Frequent formal phrasing and some regional variation; several flagged items need native review
hif Fiji Hindi
High confidence

Fiji Hindi flashcards are broadly child-friendly with especially good coverage in In the Garden, Animals, and At the Beach. Loanword presence and regional variation are more noticeable here and reflect local community usage; these can be tailored if a different regional variant is preferred. Overall the set is practical for early learners.

✓ Strengths
  • Good garden, animal, and beach vocabulary
  • Full category coverage tailored to child learners
  • 100% of items score above 70
⚠ Points to note
  • Notable regional variation flagged — may need local tuning
  • Loanwords present (11.2%)
fj Fijian (iTaukei)
High confidence

Fijian (iTaukei) offers solid coverage for sight words, facial expressions and rock-pool vocabulary, but includes a number of flagged items with lower scores (shapes and descriptive phrases). The dataset also leans formal in parts and has some long entries. Addressing the flagged items and simplifying a few phrases will make it especially effective for young children.

✓ Strengths
  • Strong sight-word and social-expression vocabulary for early learners
  • Good rock-pool and outdoor terms
⚠ Points to note
  • Several flagged items (shapes and descriptive phrases) need native-speaker review
  • Some formal and lengthy phrasing—short edits recommended
fil Filipino
High confidence

Filipino cards are broadly suitable for children and perform well in desert, facial expression, and garden categories. The main issues are occasional formality, loanwords, and some long phrases. These are easily refined by native speakers for a more casual child register.

✓ Strengths
  • Good desert, facial expression, and garden vocabulary
  • Wide category coverage
  • 100% of items score above 70
⚠ Points to note
  • Some formal phrasing and longer entries
  • Loanwords are present in a minority of items
fr French
High confidence

French provides high-quality, child-facing vocabulary with notable strengths in At the Rock Pool, At the Food Market, and In the Garden. The largest issue class is formal phrasing; a number of entries are longer than ideal. Overall the French set is consistent and ready for classroom/home use after small tone edits.

✓ Strengths
  • Good lexical choices for everyday topics
  • High overall completeness and orthographic accuracy
⚠ Points to note
  • Frequent formal phrasing that could be softened for children
  • Some longer labels to be shortened
de German
High confidence

German offers high-quality vocabulary with especially solid coverage in Animals, At the Planetarium, and At the Beach. There is a pattern of formal phrasing in many items and some longer labels; loanwords are present but limited. The set is reliable with simple register edits recommended for youngest learners.

✓ Strengths
  • Strong lexical choices in core categories
  • Good orthographic consistency
⚠ Points to note
  • Many items are somewhat formal and may need simplification
  • Some longer phrases and occasional loanwords
gu Gujarati
High confidence

Gujarati flashcards are consistent and child-centered with strong market, animal, and garden vocabulary. Loanwords and a formal tone are the most frequent issues found, reflecting wider usage patterns rather than translation error. The set is ready for classroom or home use with optional local edits.

✓ Strengths
  • Strong market and animal vocabulary
  • Good garden/outdoor terms
  • 100% of items score above 70
⚠ Points to note
  • Notable loanword presence (9.4%)
  • Many entries read more formal than child speech
ha Hausa
High confidence

Hausa cards are child-friendly with particularly good sets for At the Beach, Animals, and At the Food Market. The main checks flagged formality and some entries that are long; possible loanwords are present as well. The vocabulary is otherwise suitable for early learners and easy to refine locally.

✓ Strengths
  • Good beach and animal vocabulary
  • Useful market terms
  • 100% of items score above 70
⚠ Points to note
  • Some entries are formal or lengthy
  • A few possible loanwords are present
he Hebrew
High confidence

Hebrew performs well with clear, child-friendly vocabulary and strong results in At the Beach, At the Food Market, and Common Facial Expressions. The most common issues are formal register, loanwords, and occasional long labels. Script and orthography are generally accurate; small tone edits will improve suitability for younger children.

✓ Strengths
  • Correct Hebrew script and good everyday vocabulary
  • Strong category focus for common child scenarios
⚠ Points to note
  • Noticeable number of formal entries that could be simplified
  • Some loanwords and longer phrases present
hil Hiligaynon
High confidence

Hiligaynon cards are suitable for young learners with strong performance in playground, animal, and facial expression categories. Loanwords appear in a number of entries and some terms are flagged as possibly borrowed; these align with everyday usage in many communities. The set offers solid coverage with optional native tuning for loanword choices.

✓ Strengths
  • Strong playground and animal vocabulary
  • Good coverage of facial expressions
  • 100% of items score above 70
⚠ Points to note
  • Higher loanword presence (11.5%) and some possible loanwords
  • A few entries may feel more formal than child speech
hi Hindi
High confidence

Hindi cards are broad and child-appropriate with excellent coverage in garden, animal, and playground categories. Loanwords and occasional English leakage are the most common issues noted, along with some formal register. The set is strong for early learning and can be adapted easily for regional preferences.

✓ Strengths
  • Strong garden and animal vocabulary
  • Good playground and everyday terms
  • 100% of items score above 70
⚠ Points to note
  • Higher loanword presence and some English leakage
  • Some entries use a more formal tone
hu Hungarian
High confidence

Hungarian is high quality with especially good category coverage at the Planetarium, Desert, and Garden topics. The most common issues are frequent formal phrasing and a notable number of longer labels; loanwords appear moderately. With register tuning, this set is well-suited for children.

✓ Strengths
  • Strong category coverage and consistent script
  • Good handling of varied everyday vocabulary
⚠ Points to note
  • Many items are too formal for very young learners
  • A number of longer phrases should be shortened
ig Igbo
High confidence

Igbo translations are generally solid and especially usable for desert, beach and camp-site themes. The dataset includes several long and somewhat formal phrases; a few flagged items (adjectives and requesting phrases) need native-speaker attention. With small edits the set will be very child-friendly.

✓ Strengths
  • Strong outdoor and descriptive vocabulary useful for storytelling
  • Good breadth for play and nature categories
⚠ Points to note
  • Some long or formal phrasing; flagged items (adjectives and requests) need review
ilo Ilocano
High confidence

Ilocano cards cover everyday topics well, with particular strength at the Beach, Playground, and in Animal vocabulary. The audit flagged a higher-than-usual number of possible loanwords and some instances of wrong-language entries; these should be reviewed to ensure local accuracy. Once those are addressed the set is well suited to children.

✓ Strengths
  • Strong beach, playground, and animal vocabulary
  • Broad coverage for early learners
  • 100% of items score above 70
⚠ Points to note
  • Higher rate of possible loanwords and some wrong-language detections
  • Some long entries that may be simplified
id Indonesian
High confidence

Indonesian shows high quality with notable strengths at the Food Market, Common Facial Expressions, and At the Beach. Loanwords are more common here (reflecting real usage), and a moderate number of items are slightly formal. This set is broadly usable with minor register adjustments.

✓ Strengths
  • Strong everyday vocabulary and correct Latin script
  • Good coverage of expressive categories
⚠ Points to note
  • Higher loanword rate (typical for the language)
  • Some formal phrasing that could be simplified
ga Irish
High confidence

Irish cards are child-friendly and perform well at the Rock Pool, Food Market, and Beach categories. A few entries are flagged for formality or length and one low-scoring item is noted for review. The set is otherwise reliable for young learners and can be adapted to regional varieties where preferred.

✓ Strengths
  • Good rock pool and market vocabulary
  • Solid beach and outdoor terms
  • Nearly all items score well (99.97% above 70)
⚠ Points to note
  • Some formal and long entries
  • One flagged low-scoring item ("Tile") should be reviewed
kn Kannada
High confidence

Kannada vocabulary is consistent and largely child-appropriate, with In the Garden, Animals and At the Playground among the strongest categories. There is a notable pattern of formal phrasing and some loanwords, especially in niche topics. Shortening some entries will improve flashcard fit for younger children.

✓ Strengths
  • Strong nature and playground vocabulary suitable for early learners
  • Consistent scripts and clear orthography
⚠ Points to note
  • Frequent formal register—consider using simpler child-directed forms
  • Loanwords occur in some subject areas
km Khmer
High confidence

Khmer flashcards are generally child-friendly and cover playground and everyday topics well, especially At the Playground, At the Food Market, and In the Garden. A few items are flagged for formality and length, and two items have low scores and are documented for follow-up. These flagged items should be reviewed by a native speaker to ensure they match common child usage.

✓ Strengths
  • Very strong playground and market vocabulary
  • Wide coverage of garden and outdoor terms
  • Nearly all items score well (99.93% above 70)
⚠ Points to note
  • Several entries use a more formal register than child speech
  • Flagged low-scoring items (e.g., "Cone" and "Will (Testament)") need native review
rw Kinyarwanda
High confidence

Kinyarwanda translations are consistent and well suited to early vocabulary learning, with strong performance in In the Garden, At the Camp Site and In the Desert. The dataset shows a pattern of somewhat formal phrasing and several long entries. Two flagged items (phrases that scored low) are documented for native-speaker review.

✓ Strengths
  • Reliable vocabulary for garden and outdoor play contexts
  • Good coverage for camping and desert topics
⚠ Points to note
  • Tendency toward formal register and longer phrasing
  • Two flagged items need targeted review by native speakers
rn Kirundi
High confidence

Kirundi translations are overall solid and especially strong for garden, animal and camping topics. The most common issues are formal phrasing and longer entries; a small harmonization pass will improve flow on flashcards. Regional variation appears in a minority of entries but the set is broadly classroom-ready.

✓ Strengths
  • Good garden and animal vocabulary tailored to play-based learning
  • Complete coverage for outdoor and campsite categories
⚠ Points to note
  • Some entries are formal or long; consider simplifying for younger children
  • Minor regional variation in a few items
ku Kurdish (Sorani)
High confidence

Kurdish (Sorani) cards are child-appropriate with strong animal, desert, and planetarium vocabulary. A small number of low-scoring items were flagged and there is some regional variation; these are documented for follow-up. With minor native edits this set is highly usable for young learners.

✓ Strengths
  • Strong animal and outdoor vocabulary
  • Good planetarium terms for simple science concepts
  • High overall consistency
⚠ Points to note
  • A couple of low-scoring flagged items need native review
  • Regional variation affects some terms
lo Lao
High confidence

Lao vocabulary is clear and suitable for young learners, with especially good sets for At the Playground, Animals, and Common Facial Expressions. The main checks flagged formality and some possible loanwords; these are typical and easy to adjust for local register. Overall this set will serve well in early learning with small local edits where desired.

✓ Strengths
  • Child-appropriate vocabulary in play and animal topics
  • Strong coverage of facial expressions useful for social learning
  • 100% of items score above 70
⚠ Points to note
  • Some items use a formal register
  • A small number of possible loanwords appear
mg Malagasy
High confidence

Malagasy flashcards are child-friendly with strong animal, market, and garden vocabulary. The most common flags are formal phrasing and length; one low-scoring item is documented for review. These are straightforward to correct and the set is otherwise reliable.

✓ Strengths
  • Strong animal and market vocabulary
  • Good garden/outdoor terms
  • High overall consistency
⚠ Points to note
  • A number of entries read formal or are long
  • One flagged low-scoring item ("Deer") should be reviewed
ml Malayalam
High confidence

Malayalam translations are comprehensive with notable strength in planetarium, animal and food-market vocabulary. The set tends to use a formal register in many items and contains a number of loanwords. These are correct linguistically, but a simplification pass would increase appeal for the youngest learners.

✓ Strengths
  • Strong science- and market-related vocabulary
  • Clear animal and nature words suitable for early lessons
⚠ Points to note
  • Formal register and loanwords are common—consider more child-directed alternatives
mt Maltese
High confidence

Maltese flashcards perform well across everyday topics, especially Animals, In the Desert, and At the Food Market. The main checks flagged formality and some possible loanwords, along with a small number of longer phrases. These are straightforward to adjust where a very informal child register is preferred.

✓ Strengths
  • Good animal and market vocabulary
  • Solid desert/outdoor terminology
  • 100% of items score above 70
⚠ Points to note
  • Several entries trend formal
  • Possible loanwords and some long phrases
mr Marathi
High confidence

Marathi cards show reliable, child-friendly vocabulary with notable strength in At the Planetarium, In the Garden, and Animals. Loanword frequency and occasional English leakage appear in the audit and may need small edits for local classroom use. Overall the set is well suited to young learners with minimal adjustments.

✓ Strengths
  • Strong planetarium and garden vocabulary
  • Good animal word coverage
  • 100% of items score above 70
⚠ Points to note
  • Loanwords and occasional English leakage occur (loanword 10.1%)
  • Some entries read more formal than everyday child speech
cnr Montenegrin
High confidence

Montenegrin shows high overall quality with good coverage in Animals, At the Food Market, and At the Playground. The typical issues are formal wording and loanword/possible loanword occurrences. These are largely stylistic and can be refined with local review.

✓ Strengths
  • Good coverage of everyday vocabulary
  • Consistent script and orthography
⚠ Points to note
  • Some formal phrasing that could be simplified
  • Loanwords and possible loanwords appear in several items
ne Nepali
High confidence

Nepali flashcards show reliable, child-appropriate wording with strengths in planetarium, animal, and garden topics. Formal register and loanwords are the most common flagged issues, plus some longer phrases. These are straightforward adjustments for a native reviewer and do not affect core usability.

✓ Strengths
  • Strong planetarium and animal vocabulary
  • Good garden and outdoor terms
  • 100% of items score above 70
⚠ Points to note
  • Some entries read more formal than child speech
  • Loanwords appear in a number of items
or Odia
High confidence

Odia shows reliable translations across categories with particularly strong vocabulary for Animals, At the Food Market and At the Planetarium. Many entries are accurate, though the dataset includes a higher incidence of loanwords and occasional English leakage. One very low-scoring item (Dragonfly) has been flagged for review and correction.

✓ Strengths
  • Good, child-appropriate terms for Animals and market vocabulary
  • Strong planetary and science-related vocabulary for simple explanations
⚠ Points to note
  • Higher occurrence of loanwords and some English leakage in niche items
  • A flagged low-scoring item (Dragonfly) needs native-speaker correction
om Oromo
High confidence

Oromo offers clear, consistent vocabulary with strengths in Animals, Common Facial Expressions and In the Garden. A few entries are longer than ideal and some regional variation appears, but the majority of terms are appropriate for young learners. This set is well suited to classroom use with a light copy-editing pass.

✓ Strengths
  • Good animal and facial-expression vocabulary for social learning
  • Balanced coverage across everyday categories
⚠ Points to note
  • Some longer phrasings and minor regional variation—local edits can improve naturalness
ps Pashto
High confidence

Pashto cards provide clear vocabulary for children, with especially good market, desert, and beach sets. Formal wording and some regional variation were the main flags in the audit; content is otherwise well suited to early learners. Native review can address any regional preferences.

✓ Strengths
  • Strong market and outdoor vocabulary
  • Good desert and beach terms
  • 100% of items score above 70
⚠ Points to note
  • Some entries are formal
  • Regional variation affects a subset of terms
pa Punjabi
High confidence

Punjabi cards deliver clear vocabulary across play and nature topics, with top performance at the Playground, In the Garden, and In the Desert. Loanwords and some formality appear in the audit but do not reduce the set’s usefulness for young learners. Local or less formal alternatives can be suggested by community reviewers.

✓ Strengths
  • Strong playground and garden vocabulary
  • Good desert and outdoor word coverage
  • 100% of items score above 70
⚠ Points to note
  • Loanwords present (8.6%)
  • Some entries use a formal register
rm Romansh
High confidence

Romansh entries are generally reliable and clear, with At the Planetarium, Animals and In the Garden showing particular strength. Watch for regional variation and a slightly formal tone in parts of the dataset — Romansh has dialectal diversity and some alternatives may be equally correct. A short pass to harmonize regional variants will make the set feel more consistent for children.

✓ Strengths
  • Good science and nature vocabulary, especially for planetarium and animal themes
  • Consistent spelling and readability
⚠ Points to note
  • Regional variation is noticeable; consider picking locally preferred forms
  • Some entries lean formal and might be simplified
ru Russian
High confidence

Russian provides high-quality vocabulary with strengths in Animals, In the Garden, and At the Planetarium. The most common issues are formal phrasing and somewhat long labels; loanwords are also present to a limited extent. A light pass to soften register will make the set ideal for young children.

✓ Strengths
  • Good coverage of everyday topics and correct Cyrillic script
  • Strong lexical choices for common child scenarios
⚠ Points to note
  • Frequent formal register in many entries
  • Some long phrases and loanwords present
se Sami
High confidence

Sami flashcards provide child-appropriate vocabulary with strong results for Animals, the Planetarium, and the Hardware Store. A small number of low-scoring items are flagged for review and some regional variation is expected. These flagged cases should be checked by local speakers to ensure natural, child-friendly phrasing.

✓ Strengths
  • Strong animal and planetarium vocabulary
  • Good hardware-store terms for practical learning
  • High overall consistency
⚠ Points to note
  • A few low-scoring flagged items (including phrases like "Don't play game") need native review
  • Regional variation affects some terms
sm Samoan
High confidence

Samoan translations are strong across core categories, with very usable vocabulary for At the Rock Pool, At the Camp Site and At the Beach. The set shows occasional formal phrasing and some possible loanwords. Overall it’s well suited for young learners, particularly in outdoor and seaside contexts.

✓ Strengths
  • Good seaside and camping vocabulary that works well for play-based learning
  • Wide category coverage with child-friendly choices
⚠ Points to note
  • Some entries are slightly formal; a simplification pass could help
  • Possible loanwords appear in a minority of items
st Sesotho
High confidence

Sesotho provides consistent vocabulary across categories, with Common Verbs and Common Facial Expressions among the strongest areas. The dataset contains some loanwords and longer expressions; one low-scoring item (Lobster) is flagged for review. These are manageable fixes and do not undermine overall usefulness for children.

✓ Strengths
  • Clear verbs and facial-expression vocabulary suited to early learners
  • Good breadth across everyday and science categories
⚠ Points to note
  • Some loanwords and long phrasing—short editing will increase child-friendliness
  • A flagged item (Lobster) requires native-speaker review
crs Seychellois Creole
High confidence

Seychellois Creole shows strong, accessible vocabulary for children, with particularly good performance at the Beach, Food Market, and Planetarium. Loanwords are more common (reflecting the language’s history) and some items trend formal, but these patterns are linguistically normal. The set is effective for early learning in Creole-speaking communities.

✓ Strengths
  • Very good beach and market vocabulary
  • Child-friendly planetarium terms
  • 100% of items score above 70
⚠ Points to note
  • Higher loanword rate (18.1%) — expected in creole varieties
  • Some entries use a more formal tone
sn Shona
High confidence

Shona coverage is strong across the full category set and generally child-friendly. The best-performing areas are Common Verbs, Animals and In the Desert, where vocabulary is consistent and easy to use in a classroom or at home. Expect some slightly formal phrasing and occasional longer expressions that could be shortened for very young learners. Loanwords appear but are a normal part of contemporary Shona.

✓ Strengths
  • Clear, consistent vocabulary in Common Verbs and Animals
  • Complete category coverage suitable for classroom flashcards
⚠ Points to note
  • A tendency toward a slightly formal register—shorten phrasing for ages 3–5
  • Some entries are longer than ideal for flashcard format
sd Sindhi
High confidence

Sindhi cards are clear and child-friendly with strong sight-word, desert, and animal vocabulary. The most common checks flagged formality and some loanwords, but coverage and clarity remain strong. This set works well for early learners with optional local adjustments.

✓ Strengths
  • Strong sight-word and desert vocabulary
  • Good animal terms
  • 100% of items score above 70
⚠ Points to note
  • Some entries use a formal register
  • A number of loanwords appear
si Sinhala
High confidence

Sinhala translations are broadly reliable with particularly good animal, beach and garden vocabulary. A common issue is formal register and several long entries; trimming these will improve readability for preschool learners. Loanwords are present at moderate levels but rarely impede comprehension.

✓ Strengths
  • Strong nature and beach vocabulary suitable for play and exploration
  • Consistent spelling and readability
⚠ Points to note
  • Frequent formal phrasing and some long items—shortening will aid flashcard use
so Somali
High confidence

Somali flashcards give clear, child-appropriate vocabulary with standout sets for the Rock Pool, Animals, and Beach categories. Formal register and length are the most common issues found, but core vocabulary remains straightforward for children. Minor native edits can make phrasing more conversational.

✓ Strengths
  • Strong rock-pool and animal vocabulary
  • Good beach/outdoor terms
  • 100% of items score above 70
⚠ Points to note
  • Some entries use a formal tone or are lengthy
  • A modest number of loanwords appear
sw Swahili
High confidence

Swahili cards are clear and useful for early learners, particularly for Animals, At the Food Market, and At the Beach. A tiny number of items were flagged (including one low-scoring item) and are noted for review. Formal register and length are the most common, easily addressed issues.

✓ Strengths
  • Strong animal and market vocabulary
  • Good beach and outdoor word coverage
  • Nearly all items score well (99.97% above 70)
⚠ Points to note
  • Some formal phrasing and long entries exist
  • One flagged low-scoring item ("Squirrel") needs review
ss Swati
High confidence

Swati flashcards are friendly for young learners, with very good coverage of facial expressions, common verbs, and animals. The audit found formality, loanwords, and a number of longer entries as the main issues; one low-scoring item is flagged for review. The set is otherwise consistent and useful for early language lessons.

✓ Strengths
  • Strong facial expression and verb vocabulary
  • Good animal terms
  • High overall coverage for children
⚠ Points to note
  • Many entries trend formal and some are lengthy
  • One flagged low-scoring item ("Will (Testament)") should be reviewed
tl Tagalog
High confidence

Tagalog cards provide clear vocabulary for children, excelling at the playground, beach, and desert themes. Common issues are formality, longer-than-ideal phrases, and some loanwords, which are flagged for optional tuning. Overall the set is well suited to early language learners.

✓ Strengths
  • Strong playground, beach, and desert vocabulary
  • Wide category coverage appropriate for kids
  • 100% of items score above 70
⚠ Points to note
  • Some entries are too formal or too long
  • Loanwords appear in a minority of items
tg Tajik
High confidence

Tajik vocabulary is consistent and child-appropriate across categories, with particular strength in Animals, At the Planetarium, and At the Food Market. The main issues are a formal register in some items and occasional loanwords, which are noted and easy to adjust by native reviewers. Overall the set will work well for young learners with minor local tailoring where needed.

✓ Strengths
  • Strong, clear terms for animals and market vocabulary
  • Good breadth across everyday categories
  • 100% of items score above 70
⚠ Points to note
  • Some entries read too formal for child speech
  • Loanwords present (8.2%) — linguistically normal
ta Tamil
High confidence

Tamil translations are broadly high quality and well suited to young learners, with especially good coverage in In the Garden, Animals and In the Desert. The most common issue is a formal register in many entries, so a small simplification pass could make them feel more playful to preschool children. Loanwords are present but at moderate levels.

✓ Strengths
  • Strong, familiar vocabulary for garden- and animal-themed categories
  • Consistent orthography and readability for early readers
⚠ Points to note
  • Frequent formal phrasing — consider simplifying for younger age groups
te Telugu
High confidence

Telugu shows strong vocabulary in Animals, In the Garden and In the Desert and is generally suitable for young learners. Loanwords appear more often in this dataset, and several entries are written in a formal tone; shortening and choosing native child-directed alternatives will help. Otherwise the coverage is broad and consistent.

✓ Strengths
  • Solid animal and nature vocabulary that is easy to teach
  • Wide category coverage with consistent orthography
⚠ Points to note
  • Higher incidence of loanwords and formal phrasing—targeted edits recommended
tet Tetum
High confidence

Tetum shows good coverage across categories, especially in garden and animal vocabulary, though many entries include possible loanwords. Formal phrasing appears in a number of items and could be softened for young learners. The core vocabulary is otherwise reliable for classroom flashcards.

✓ Strengths
  • Strong garden and animal vocabulary suitable for simple lessons
  • Comprehensive category coverage
⚠ Points to note
  • Significant number of possible loanwords and formal phrasing—native review can localize wording
tpi Tok Pisin
High confidence

Tok Pisin provides broad vocabulary coverage with particularly strong sight words, facial expressions and verbs. The set contains many loanwords and occasional formal phrasing; one legal-term item (Will/Testament) is flagged and should be checked. Given the language’s contact history, loanwords are often appropriate but may need register adjustment for children.

✓ Strengths
  • Very useful sight-word and facial-expression sets for early literacy
  • Simple, teachable verbs and everyday vocabulary
⚠ Points to note
  • Common loanwords and some formal phrasing—native review can improve child-directed tone
  • A legal-term item (Will/Testament) is flagged for review
to Tongan
High confidence

Tongan has broadly useful vocabulary across categories with strengths in Sight Words, Common Verbs and In the Desert. There are several flagged low-scoring items (including animals and shapes) that need careful native-speaker review, and a pattern of somewhat formal phrasing. Once the flagged items are addressed, the set will be very classroom-ready.

✓ Strengths
  • Strong sight-word and verb coverage for early readers
  • Good desert and outdoor vocabulary
⚠ Points to note
  • Multiple flagged items (animals, shapes, and other niche terms) require native review
  • Some entries use a formal register or are longer than ideal
tr Turkish
High confidence

Turkish shows high quality across categories, with especially good results in In the Kitchen, Animals, and In the Garden. There are a number of overly formal entries and several long phrases; possible loanwords also appear. These are largely style issues that can be improved with a light native-speaker pass.

✓ Strengths
  • Strong, appropriate vocabulary for children in key areas
  • Good orthographic consistency
⚠ Points to note
  • High occurrence of formal phrasing
  • Possible loanwords and longer labels in some items
uk Ukrainian
High confidence

Ukrainian achieves high quality overall with especially strong categories in Animals, At the Planetarium, and In the Garden. The dataset shows many formal-sounding entries and several long labels; loanwords are moderately present. These are straightforward tone and length edits for native reviewers.

✓ Strengths
  • Correct Cyrillic script and strong topical coverage
  • Child-appropriate vocabulary in core categories
⚠ Points to note
  • High incidence of formal phrasing
  • Some longer labels and loanword occurrences
ur Urdu
High confidence

Urdu flashcards are child-friendly with strong garden, rock-pool, and market vocabulary. Formal register and loanwords are the most common audit flags, though coverage remains comprehensive and appropriate for children. Local adjustments can make wording feel more conversational if desired.

✓ Strengths
  • Strong garden and rock-pool vocabulary
  • Good market and everyday terms
  • 100% of items score above 70
⚠ Points to note
  • Several entries are formal in tone
  • Loanwords present (8.1%)
uz Uzbek
High confidence

Uzbek cards offer wide coverage with child-friendly choices across all categories. The strongest sets are In the Desert, At the Planetarium, and In the Garden where vocabulary is concise and age-appropriate. Most issues are about formality and some loanwords — common across learners’ materials — and do not stop children from learning core words. If you prefer less formal local phrasing, native feedback is helpful.

✓ Strengths
  • Full category coverage with clear, simple words
  • Excellent performance in In the Desert, At the Planetarium, and In the Garden
  • 100% of items score above 70
⚠ Points to note
  • Watch for somewhat formal register in several entries
  • Contains a modest number of loanwords (7.3%)
xh Xhosa
High confidence

Xhosa vocabulary is of consistently good quality across categories, with particularly strong Common Verbs and garden- and desert-related terms. The main issues are a formal tone in many translations and some longer phrasing that could be tightened. Loanwords are present at a normal rate for spoken Xhosa.

✓ Strengths
  • Strong, consistent verbs and simple action words
  • Solid vocabulary for outdoor and nature categories
⚠ Points to note
  • Formal register in some entries—shortening can improve child-friendliness
yo Yoruba
High confidence

Yoruba performs well across categories with especially good Common Verbs and garden-related vocabulary. The data shows a tendency toward formal phrasing and a few longer items; one item (Will / Testament) has been flagged and should be reviewed for register and cultural fit. Overall the set is strong for classroom use.

✓ Strengths
  • Clear, usable verbs and everyday action words
  • Good garden and camping vocabulary
⚠ Points to note
  • Some formal phrasing and longer expressions
  • A flagged legal-term item (Will/Testament) needs native review
zu Zulu
High confidence

Zulu shows consistent, child-appropriate vocabulary across the bundle, particularly in Common Verbs and Animals. The main issues are a formal register and some long entries that could be shortened for flashcards. Loanwords exist but are not excessive.

✓ Strengths
  • Strong verb and animal vocabulary that is easy to teach
  • High coverage across everyday categories
⚠ Points to note
  • Tendency toward formality—shorter, more playful phrasing may help younger users
am Amharic
Good confidence

Amharic shows consistent, child-friendly coverage across categories with particular strength in Animals, At the Planetarium, and In the Desert. Most vocabulary items are appropriate for young learners, but the dataset leans slightly formal in places and some entries are longer than ideal for flashcards. Loanwords are present but limited. One item ("Squirrel" in In the Garden) is flagged with a low score and should be reviewed by a native speaker.

✓ Strengths
  • Wide coverage of everyday and nature categories
  • Mostly age-appropriate vocabulary for young children
  • Low overall loanword percentage
⚠ Points to note
  • Some translations read too formally for preschool/kindergarten tone
  • A few long formulations that may not fit flashcard length
ber Berber (Amazigh)
Good confidence

Berber (Amazigh) shows especially good coverage for planetarium, desert, and animal vocabulary, reflecting strong cultural alignment with geographic topics. Many entries trend formal or vary by region—which is expected across Amazigh varieties—so some regional choices and longer forms were flagged. A number of culturally specific or playful phrases are also flagged and would benefit from local guidance.

✓ Strengths
  • Excellent desert and astronomical vocabulary
  • Solid animal and nature coverage
⚠ Points to note
  • Regional variation and formal register in some items
  • Several playful or culture-specific phrases are flagged
dv Dhivehi
Good confidence

Dhivehi is strong in animal terms, rainforest vocabulary, and sight words suitable for early readers. There is a tendency toward formal wording and loanwords in some areas, and a few household items (for example, "Water Fountain" in library and school contexts) scored low and are flagged for review. Overall the set is reliable for everyday child vocabulary but benefits from native review on household and public-place terms.

✓ Strengths
  • Clear animal vocabulary and sight-word support
  • Good coverage of familiar, everyday categories
⚠ Points to note
  • Formality and loanwords appear in several entries
  • Some public-place and household terms are flagged for review
ff Fulani
Good confidence

Fulani provides strong coverage for nature and garden-related vocabulary and performs well for everyday child language like animal names and outdoor activities. There is notable regional variation and a higher incidence of possible loanwords or mixed-language forms—this is common for widely spoken, multi-dialect languages. One phrase ("Don't share toys" in Refusing) is flagged and may need dialect-specific wording.

✓ Strengths
  • Good coverage of animals and outdoor categories
  • Solid mapping of everyday verbs and commands
⚠ Points to note
  • Regional/dialect variation may affect which wording feels most natural
  • Some entries flagged as possible loanwords or mixed-language
gn Guarani
Good confidence

Guarani provides useful and child-appropriate vocabulary in Animals, In the Garden and Common Facial Expressions. The dataset shows regional variation and some formal phrasing; a particular term (Intellectual Property Right) is flagged as a niche concept needing simpler wording. Overall it’s a solid foundation with a few items that benefit from localization.

✓ Strengths
  • Good animal and social-expression vocabulary for young learners
  • Consistent coverage of garden and everyday categories
⚠ Points to note
  • Regional variation and formality in some items—localization will help
  • A flagged niche term (Intellectual Property Right) needs simplification
ln Lingala
Good confidence

Lingala performs well for rock-pool, animal and beach vocabulary but includes many longer entries and a significant number of possible loanwords. A short editing pass to shorten phrasing and check loanword usage will improve suitability for very young children. The core content is useful for classroom and home learning.

✓ Strengths
  • Strong animal and seaside vocabulary for exploration-based lessons
  • Good category coverage for play and nature themes
⚠ Points to note
  • Many long entries and possible loanwords—shortening and localization recommended
mh Marshallese
Good confidence

Marshallese performs well for verbs, planetarium-related terms, and animal vocabulary, making it useful for young learners exploring nature and simple actions. The dataset contains a higher share of loanwords and some English leakage; several everyday or modern items (like phone accessories) are slightly uncertain and are flagged for review. Simplifying loaned items where a native alternative exists will make cards feel more natural to children.

✓ Strengths
  • Strong verbs and nature-related vocabulary
  • Good coverage of concrete, imageable terms for kids
⚠ Points to note
  • Higher proportion of loanwords and English leakage
  • Some modern/technical items are flagged and need native checks
pau Palauan
Good confidence

Palauan entries are well-suited to everyday childhood contexts, with particular strengths in common facial expressions, rock pool vocabulary, and verbs. There is some English leakage and longer phrasing in parts of the set, and a handful of culturally specific or seasonal items score very low (for example, "Snow Fort"), which is expected for tropical-language datasets. Shortening some entries and replacing English fragments will improve child-facing clarity.

✓ Strengths
  • Natural phrasing for everyday expressions and verbs
  • Strong coverage of coastal and local-play topics
⚠ Points to note
  • Some English leakage and long translations need cleanup
  • Very low-scoring items are mostly culturally specific (e.g., snow terms)
sg Sango
Good confidence

Sango has consistent child-facing vocabulary and is especially strong in Animals, At the Playground, and Common Verbs. A moderate number of entries trend toward a more formal register or include loanwords, which can make some cards feel less conversational for young children. Mythical or culturally specific items (for example, the flagged "Feed the unicorn") may lack natural equivalents and are flagged for review.

✓ Strengths
  • Clear and consistent animal and playground vocabulary
  • Good coverage of high-frequency verbs
⚠ Points to note
  • Occasional formal phrasing that could be simplified for kids
  • Loanwords and mythical items sometimes need native review
ti Tigrinya
Good confidence

Tigrinya offers strong vocabulary for planetarium, market and animal topics but shows a strong formal register across many entries. A few flagged items (requests and a legal term) need native-speaker attention to ensure natural, child-friendly phrasing. The set is otherwise comprehensive and well organized for classroom use.

✓ Strengths
  • Good science and market vocabulary for simple classroom lessons
  • Reliable animal and everyday terms
⚠ Points to note
  • Pronounced formal tone—native review recommended to soften register
  • Several flagged items (requests and legal terms) should be checked
wo Wolof
Good confidence

Wolof has good overall coverage with particular strengths in Animals, rock-pool and rainforest categories. There are more possible loanwords and some English leakage than in other languages, and a medium-scoring item (Soft Play Shape) has been flagged for review. With a light cleanup to reduce English influence the set will be very usable for children.

✓ Strengths
  • Strong animal and nature vocabulary for storytelling and play
  • Good breadth across outdoor and exploratory categories
⚠ Points to note
  • Higher incidence of loanwords and some English leakage—native review advised
  • A medium-scoring item (Soft Play Shape) should be checked
la Latin
Good confidence with minor caution

Latin provides consistent, classical translations with perfect coverage above the threshold, and it is especially strong for animals, planetarium vocabulary, and shapes. The main caution is register: many entries use literary or classical forms that read formal for young modern learners. For playful, child-friendly phrasing, consider slightly simplified or colloquial Latin-style wording when appropriate.

✓ Strengths
  • Consistent classical forms and complete coverage
  • Particularly strong for animals, astronomy, and shapes
⚠ Points to note
  • Tone is often literary/formal rather than playful for young children
  • Some regional or stylistic variation in classical choices
qu Quechua
Good confidence with minor caution

Quechua offers good child-facing coverage for verbs, garden and desert topics, but shows notable regional variation across dialects that affects word choice. Modern items and certain color nuances can be uncertain (several technical or culture-specific items are flagged). For classroom or family use, we recommend double-checking dialect preferences for region-specific learners.

✓ Strengths
  • Strong core verbs and concrete nature vocabulary
  • Good mapping for garden and desert contexts
⚠ Points to note
  • Significant dialect/regional variation may change preferred terms
  • Modern/technical items are sometimes unclear and flagged

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.