Elmo

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In most cases, they can be simply swapped for pre-trained GloVe or other word vectors.

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We do not include GloVe vectors in these models to provide a direct comparison between ELMo representations - in some cases, this results in a small drop in performance 0. All models except for the 5. The ELMo 5. In tasks where we have made a direct comparison, the 5. Introduction ELMo is a deep contextualized word representation that models both 1 complex characteristics of word use e. We maintain a list of models here but are unable to respond to quality issues ourselves. Deep : The word representations combine all layers of a deep pre-trained neural network. Character based : ELMo representations are purely character based, allowing the network to use morphological clues to form robust representations for out-of-vocabulary tokens unseen in training.

In most cases, they can be simply swapped for pre-trained GloVe or other word vectors. We do not include GloVe vectors in these models to provide a direct comparison between ELMo representations - in some cases, this results in a small drop in performance 0.

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All models except for the 5. The ELMo 5.

In tasks where we have made a direct comparison, the 5. Their goal was to surpass a hundred dollars for the day, and they were prepared to stay until 11 P. They work as a pair, and have a strategy. When it comes time to tip, one takes the money, then points to the other.

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Most of the time, the tourist pays them both. Estrada-Barillas was having an easy time of it.

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He sidled up to tourists, putting his arm around them gently, without seeming to touch them, and then stood about a half step away—a distance both respectful and imposing—while they hastily peeled off a few bills. I know the character, and play the character. He plays with the character. He knows people.

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Reyes was having more trouble, if only because there were more Elmos to compete with. She made a point of taking her mask off after every photo. At least half the time, people came up to her, took a photo, and then walked away without paying, ignoring Reyes as she protested. We did all the work, and they just took from us. Reyes looked up the street, surveying her options, when a young child crossed her sightline.

Before Estrada-Barillas, Reyes, and the girl could even drop their poses, the father had moved on to another shot. Estrada-Barillas and Reyes looked at each other and shrugged.


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I recalled something that Tompkins, from the Times Square Alliance, had told me: Times Square is the closest thing to Disney World that many of these tourists have ever experienced. His point was that they could perhaps be forgiven, now and again, for skimping on tips; the Times Square scene could feel more like a show, put on for ambient amusement, than a web of business transactions. For Reyes and Estrada-Barillas, it will always be a struggle to convince onlookers that they are working people and not just part of the spectacle.

But there was work to do—a baby to get home to, and a hundred dollars to make before then. Recommended Stories.