Prompt Shortener

Shorten this prompt "I want to check the grammar of my paper. Correct grammar errors and polish the sentences. But do not correct abbreviations (e.g., Fig., vs.) and citations. The terms should be clear and scientific, and the corrected sentences should have high readability. Correct the following paragraph: (paper contents)"

Code: "jYHT". Paper: "The dominent sequence transduction models are based on complex recurrent or convolutional neural networks that includes an encoder and a decoder. The best performing models also connects the encoder and decoder through an attention mechanism. We proposes a new simple network architecture, the Transformer, based solely on attention mechanisms, dispensing with recurrence and convolutions entirely. Experiments on two machine translation tasks shows these models to be superior in quality while being more parallelizable and requiring significant less time to train. Our model achieves 28.4 BLEU on the WMT 2014 English-to-German translation task, improving over the existing best results, include ensembles, by over 2 BLEU. On the WMT 2014 English-to-French translation task, our model establishes a new single-model state-of-the-art BLEU score of 41.8 after training for 3.5 days on eight GPUs, a small fraction of the training cost of the best models from the literature. We show that the Transformer generalizes well to other tasks by applying it successful to English constituency parsing both with large and limited training data. "