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- Attention is all you need: The Transformer, a novel architecture based solely on attention, outperforms traditional RNN/CNN models in translation tasks, achieving state-of-the-art results with faster training and strong generalization across tasks like English constituency parsing.
- Generative Adversarial Networks (GANs) train two models—generator G and discriminator D—in a minimax game. G learns to mimic real data, while D distinguishes real from fake. The system trains via backpropagation without complex inference.
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Based on Chain of Thought (CoT) Process supervised step by step reasoning. Inspired by the "Let’s Verify Step by Step" paper.
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Easy and accurate AI-based Arabic to English translation. Get your documents translated with precision. Start your translation journey - Just paste your Arabic text below.
LinkPen 3.1 Linkedln Post (re)writer
Write your Linkedln posts step-by-step with LinkPen writer. UPDATED!
Translate to Arabic
Translate English to Arabic
Arabic Scientific Explainer
Convert complex scientific information into digestible and useful information for a broader audience by creating an Arabic explanation. Upload a research paper, technical report, or write your text directly.
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