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Critics Question NIST

Critics Question NIST

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tags. Keep same hierarchy. Let's write the translation step by step. First paragraph: "The National Institute of Standards and Technology's CAISI team evaluated China's DeepSeek V4 Pro using private benchmarks — but only after a cost-comparison filter that excluded every US AI model except OpenAI's GPT-5.4 mini. The US government says the results prove China's best AI still trails American counterparts. Not everyone is buying it." Translate: "Tim CAISI dari National Institute of Standards and Technology mengevaluasi DeepSeek V4 Pro milik China menggunakan tolok ukur pribadi — tetapi hanya setelah filter perbandingan biaya yang mengecualikan semua model AI AS kecuali GPT-5.4 mini milik OpenAI. Pemerintah AS mengatakan hasilnya membuktikan bahwa AI terbaik China masih tertinggal dari mitra Amerika. Tidak semua orang mempercayainya." Note: "trails" -> "tertinggal dari". "Not everyone is buying it" -> "Tidak semua orang mempercayainya" (idiomatic). Second paragraph: "NIST's CAISI — its Center for AI Safety and Innovation — ran DeepSeek V4 Pro through a series of private benchmarks. The agency didn't release those benchmarks publicly. What it did disclose was a cost-comparison filter that narrowed the field of competing models to just one US entrant: GPT-5.4 mini. Every other US model was excluded from the comparison." Translate: "CAISI milik NIST — Pusat Keamanan dan Inovasi AI — menjalankan DeepSeek V4 Pro melalui serangkaian tolok ukur pribadi. Badan tersebut tidak merilis tolok ukur itu secara publik. Yang diungkapkan adalah filter perbandingan biaya yang mempersempit bidang model yang bersaing menjadi hanya satu peserta AS: GPT-5.4 mini. Setiap model AS lainnya dikecualikan dari perbandingan." Third paragraph: "That filter is drawing the most scrutiny. By pitting DeepSeek V4 Pro against only a smaller, cheaper version of GPT-5 — rather than the full lineup of US frontier models — the evaluation creates a narrow playing field. The US government cited the results to assert that China's best AI systems lag behind those developed in the United States. But critics say the methodology makes that claim hard to take at face value." Translate: "Filter itulah yang paling banyak mendapat sorotan. Dengan mempertemukan DeepSeek V4 Pro hanya dengan versi GPT-5 yang lebih kecil dan lebih murah — alih-alih seluruh jajaran model frontier AS — evaluasi ini menciptakan lapangan bermain yang sempit. Pemerintah AS mengutip hasil tersebut untuk menegaskan bahwa sistem AI terbaik China tertinggal dari yang dikembangkan di Amerika Serikat. Namun para kritikus mengatakan metodologi tersebut membuat klaim itu sulit diterima begitu saja." "at face value" -> "diterima begitu saja" or "begitu saja". Use "diterima begitu saja". Fourth paragraph: "Some researchers and industry watchers question the validity of the whole exercise. They describe the filter as 'convenient' — a term that suggests the comparison was engineered to produce a favorable outcome for the US side. By excluding competing US models, the evaluation avoids harder comparisons that might show DeepSeek V4 Pro performing closer to — or even on par with — leading American systems. The critics aren't disputing the raw benchmark data. They're disputing whether that data means what the government says it means." Translate: "Beberapa peneliti dan pengamat industri mempertanyakan validitas seluruh latihan ini. Mereka menggambarkan filter tersebut sebagai 'nyaman' — istilah yang menunjukkan bahwa perbandingan itu direkayasa untuk menghasilkan hasil yang menguntungkan bagi pihak AS. Dengan mengecualikan model AS yang bersaing, evaluasi ini menghindari perbandingan yang lebih sulit yang mungkin menunjukkan DeepSeek V4 Pro berkinerja lebih dekat — atau bahkan setara — dengan sistem Amerika terkemuka. Para kritikus tidak membantah data tolok ukur mentah. Mereka membantah apakah data tersebut berarti apa yang dikatakan pemerintah." Note: "on par with" -> "setara dengan". "raw benchmark data" -> "data tolok ukur mentah". Fifth paragraph: "NIST hasn't explained why it chose the cost-comparison filter or why it excluded all US models except GPT-5.4 mini. The agency also hasn't released the private benchmarks it used, making it impossible for outside researchers to replicate the work. Without that transparency, the government's claim about Chinese AI lagging rests on a methodology that even friendly observers have trouble defending." Translate: "NIST belum menjelaskan mengapa memilih filter perbandingan biaya atau mengapa mengecualikan semua model AS kecuali GPT-5.4 mini. Badan tersebut juga belum merilis tolok ukur pribadi yang digunakannya, sehingga mustahil bagi peneliti luar untuk mereplikasi pekerjaan tersebut. Tanpa transparansi itu, klaim pemerintah tentang ketertinggalan AI China bertumpu pada metodologi yang bahkan pengamat yang bersahabat pun sulit mempertahankannya." Sixth paragraph: "The unanswered question: will NIST release the full methodology and benchmarks so the public can judge for itself? So far, silence." Translate: "Pertanyaan yang belum terjawab: akankah NIST merilis metodologi dan tolok ukur lengkap sehingga publik dapat menilai sendiri? Sejauh ini, diam." Meta description: "NIST's evaluation of DeepSeek V4 Pro excluded all US AI models except GPT-5.4 mini, leading critics to question the methodology and the government's claim about Chinese AI lagging." Translate: "Evaluasi NIST terhadap DeepSeek V4 Pro mengecualikan semua model AI AS kecuali GPT-5.4 mini, menyebabkan para kritikus mempertanyakan metodologi dan klaim pemerintah tentang ketertinggalan AI China." Now construct JSON. Ensure proper escaping for quotes in JSON. Use double quotes inside strings, escape inner double quotes with backslash. Since content is HTML with double quotes, we need to escape them. But easier: use single quotes for HTML attributes? Actually in JSON, we need to escape double quotes. Alternatively, we can use backticks? No, JSON requires double quotes. So we'll escape all double quotes inside the string. But the HTML has attributes like

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without quotes? Actually tags don't have attributes, just tags. So no quotes inside HTML except maybe in the original? The original HTML has no attributes. So we can just put the HTML as a string. But careful: the
tag has no quotes. So no escaping needed except for any double quotes in the text. In the translated text, there might be double quotes around 'convenient'? In English original, the word 'convenient' is in single quotes. In Indonesian, we also use single quotes or double? Usually in Indonesian, we use single quotes for emphasis or double. To be safe, keep as single quotes as in original. But original used single quotes: 'convenient'. In Indonesian, we can use tanda petik tung