Abstract 未知词(the unknown words)和rare words(低频词)问题一直影响着NLP系统(包括深度学习模型和传统模型)的表现,因此在这篇论文中,我们(论文作者)提出使用注意力机制(attention)来应对这个难题。…
The problem of rare and unknown words is an important issue that can potentially influence the performance of many NLP systems, including both the traditional count-based and the deep learning models. We propose a novel way to deal with the rare and unseen words for the neural network models ...
The problem of rare and unknown words is an important issue that can potentially influence the performance of many NLP systems, including both the traditional count-based and the deep learning models. We propose a novel way to deal with the rare and unseen words for the neural network models ...
[ACL2016]Pointing the Unknown Words 在很多NLP系统中,包括传统计数和深度学习模型中,稀疏词和未登录词的处理是一个很重要的问题,模型中用了两个softmaxt层用于预测条件语言模型中的next word, 其的生成有两种来源(1)原句子中的token(原句子指的是input sentence), (2)shortlist vocabulary(如果任务是机器翻译,...
says McRoberts, director of developmental research at the Haskins Laboratories. “They are understanding words before they are able to say them. From around 16 to 18 months, they might say 50 words but understand 200.They understand short sentences well.” says McRoberts. Studies have shown ...
"We know they are learning language faster than they are able to show you with their speech production because that system takes a long time to develop." says McRoberts, director of developmental research at the Haskins Laboratories. "They are understanding words before they are able to say ...
Sometimes the obvious is hidden in a ‘syntax’, in the dormant state of the ordinary. That’s why traveling, or in other words exploring while reviewing, can be very revealing. Or why reorganizing available information has proved time and again a way to generate new knowledge. For example,...
To be competitive and sustain growth, we need to constantly develop new products, services, processes, technologies, and business models. In other words, we need to constantly innovate. Ironically, the more we grow, the harder it becomes to innovate. Large organizations tend to be far better ...
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In other words, it is the minimum of the function L(t). 3.4 Solving Assumptions Assumption on the Checkpointing Overhead. We assume that the dump size produced by jobs is linear and is a function of time. Thus, and considering a fixed bandwidth allocation, the checkpointing overhead is ...