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last-translation-benchmark

by zouhar

Last Translation Benchmark Abstract: For scientific progress, we need benchmarks that test the limits of state-of-the-art models, and evaluation methods that inform us about failure cases. Standard benchmarks for machine translation evaluation are often eit…

CC-BY-4.0translation 1 01K < n < 10K rows

published 31 Aug 2026

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First 5 rows of default / train, from the Hugging Face dataset viewer.

idsource_textsource_langtarget_langsource_lang_isotarget_lang_isosource_instructionssource_mediaattributiontranslationsverification_ruleslinguisticstags
8what's the difference between jail and prison?EnglishCzechengces[{"model":"Lara","translation":"jaký je rozdíl mezi vězením a věznicí?","verified":[false,true]},{"model":"Google Translate","translation":"jaký je rozdíl mezi vězením a vězením?","verified":[false,true]},{"model":"Gemini 2.5 Flash","translation":"Jaký je rozdíl mezi vězením a káznicí?","verified":…["The two main words that refer to jail/prison should not be entirely identical, such as \"vězením\" a \"věznicí\" which are pure synonyms. However, \"vazební věznicí\" and \"věznicí\" are distinct.","The words should refer to jail/prison, so věznice, káznice, žalář, vazební cela, vazební věznice, …["Lexical Gradation","Semantic/Lexical"]["LTBv1"]
9ما در پیاله عکس رخ یار دیده ایمPersianEnglishfaseng[{"model":"Google Translate","translation":"We have seen his face in the photo cup","verified":[false,true,false]},{"model":"Gemini 2.5 Flash","translation":"ما در پیاله عکس رخ یار دیده‌ایم","verified":[true,false,false]},{"model":"Gemma 4","translation":"We have seen the reflection of the beloved'…["Translation can't contain exactly \"cup\".","The translation should be in English","The translation should contain \"reflection\" or \"picture.\""]["Poetry","Polysemy","Style Preservation","Semantic/Lexical"]["LTBv1"]
10Il fattone si stava facendo una spada nel parcoItalianEnglishitaeng[{"model":"Lara","translation":"The big guy was making a sword in the park","verified":[false]},{"model":"Google Translate","translation":"The stoner was having a sword in the park","verified":[false]},{"model":"Gemini 2.5 Flash","translation":"The stoner was having a blowjob in the park","verified…["Should contain 'syringe' or 'drugs', not 'sword'"]["Slang","Metaphor","Collocation","Semantic/Lexical"]["LTBv1","LTBv1-eval"]
12مدیریت بحران منطقهFarsiEnglishfaseng[{"model":"Gemini 2.5 Flash","translation":"Crisis Management Region","verified":[true,true,false]},{"model":"Gemma 4","translation":"Regional crisis management","verified":[false,true,true]},{"model":"Llama 4 Maverick","translation":"Crisis management in the region","verified":[true,false,true]},{…["Translation can't contain \"regional\".","Translation can't contain \"in\" or \"for\".","In the translation, \"management\" should be the main subject."]["Target Gap: Morph to Words","Collocation","Syntactic","Morphological","Semantic/Lexical"]["LTBv1"]
13صورت تو ملک جمال و جمال ملک استFarsiEnglishfaseng[{"model":"Gemini 2.5 Flash","translation":"Your face is the land of beauty and beauty is the land.","verified":[false,true]},{"model":"Gemma 4","translation":"Your face is the kingdom of beauty and the beauty of the kingdom.","verified":[true,true]},{"model":"Llama 4 Scout","translation":" face is…["Translation can't contain exactly \"beauty is\".","Translation has to contain exactly \"Your face\"."]["Gardenpath","Poetry","Syntactic","Orthography"]["LTBv1"]

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task_categories:translationtask_categories:text-generationlanguage:enlanguage:zhlanguage:delanguage:frlanguage:eslanguage:jalanguage:rulanguage:itlanguage:ptlanguage:nllanguage:pllanguage:arlanguage:kolanguage:vilanguage:trlanguage:cslanguage:svlanguage:uklanguage:falanguage:idlanguage:rolanguage:calanguage:filanguage:hulanguage:dalanguage:nolanguage:helanguage:ellanguage:thlanguage:hilanguage:sklanguage:hrlanguage:ltlanguage:etlanguage:bnlanguage:urlanguage:talanguage:te