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title
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updated
2026-02-16 19:33:59
raw text
Neural Networks for Natural Language Generation NOVEMBER 20, 2020 The Amazing World of Neural Language Generation (T 7) Yangfeng Ji , Antoine Bosselut , Thomas Wolf and Asli Celikyilmaz EMNLP tutorial page RocketChat LiveStream Tutorial writeup Introduction Neural Language Generation (NLG) - using neural network models to generate coherent text - is among the most promising methods for automated text creation. Recent years have seen a paradigm shift in neural text generation, caused by the advances in deep contextual language modeling (e.g., LSTMs, GPT, GPT2) and transfer learning (e.g., ELMo, BERT). While these tools have dramatically improved the state of NLG, particularly for low resources tasks, state-of-the-art NLG models still face many challenges: a lack of diversity in generated text, commonsense violations in d...
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