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In Generation I, binding moves inflict damage for 2-5 turns. There is a 37.5% chance that the move will last 2 turns, a 37.5% chance that it will last 3 turns, a 12.5% chance that it will last 4 turns, and a 12.5% chance that it will last 5 turns. Although only the first attack can be a critical hit , every attack during the duration will do the same amount of damage. While a Pokémon is bound, it cannot use moves, including on the turn it is hit if it would move second.

Damage done by a binding move's continuing duration is done after recurrent damage. If the user of the binding move switches out before the target is released, the target will be unable to attack during that turn. If the target switches out before the turn duration ends, the binding move will automatically be used against the incoming Pokémon, deducting an additional from the move. If at such a time the binding move has 0 PP, it will still be used against the incoming Pokémon; in this case, due to Store Clearance Outlet Locations Hooded Woolen Coat Rick Owens Free Shipping Fashion Style Many Kinds Of For Sale Cheap Real Authentic azNrl
, the move's PP will roll over to 63 and full PP Ups will be applied to it.

Even if the binding move misses, the target will not need to recharge for Hyper Beam . Additionally, if the user of the binding move attacks before the user of Hyper Beam during a recharge turn and the use of the binding move misses, the user of Hyper Beam will automatically use Hyper Beam during that turn. If at such a time Hyper Beam has 0 PP, it will still be used; in this case, due to the same glitch , the move's PP will roll over to 63 and full PP Ups will be applied to it.

In-game, the target will get to select a move during each turn of the binding move's duration, and will attack the incoming Pokémon with the selected move if the player switches before the duration is over.

In Pokémon Stadium , it is possible to select a move during each turn of the binding move's duration. If the target switches out before the duration ends, the incoming Pokémon will not automatically be attacked. A binding move will negate the recharge turn of Hyper Beam only if successful.

The target is now able to attack during a binding move's duration, and can act normally. Instead, the afflicted Pokémon takes damage equal to 1/16 of its maximum HP for 2-5 turns, in addition to the damage dealt when it is used. A bound Pokémon is also trapped, preventing it from switching and escape . A bound Pokémon can still flee (but not switch out) if it has the Ability Le Skinny De Jeanne in Gray Frame Denim Buy Cheap Comfortable Low Shipping Cheap Price Many Kinds Of Sale Online Cheap Find Great hjytpZw3
or is holding a Smoke Ball . A bound Pokémon can still switch out (but not flee) if it is holding a Shiny Lapel Canvas Blazer Helmut Lang Sale Low Shipping Cheap Sale Collections Cheap 2018 Cheap Shop Clearance Low Shipping IJQXk0MdN4
.

R ( W ( cat " ) , W ( sat " ) , W ( song " ) , W ( the " ) , W ( mat " ) ) = 0

In order to predict these values accurately, the network needs to learn good parameters for both W and R .

Now, this task isn’t terribly interesting. Maybe it could be helpful in detecting grammatical errors in text or something. But what is extremely interesting is W .

(In fact, to us, the entire point of the task is to learn W . We could have done several other tasks – another common one is predicting the next word in the sentence. But we don’t really care. In the remainder of this section we will talk about many word embedding results and won’t distinguish between different approaches.)

One thing we can do to get a feel for the word embedding space is to visualize them with t-SNE , a sophisticated technique for visualizing high-dimensional data.

t-SNE visualizations of word embeddings. Left: Number Region; Right: Jobs Region. From Magaschoni Sleeveless Shift Dress w/ Tags Hot Sale Recommend Cheap Free Shipping From China s61KmdYV
, see complete image .

This kind of ‘map’ of words makes a lot of intuitive sense to us. Similar words are close together. Another way to get at this is to look at which words are closest in the embedding to a given word. Again, the words tend to be quite similar.

What words have embeddings closest to a given word? From Collobert (2011)

It seems natural for a network to make words with similar meanings have similar vectors. If you switch a word for a synonym (eg. “a few people sing well” “a couple people sing well”), the validity of the sentence doesn’t change. While, from a naive perspective, the input sentence has changed a lot, if W maps synonyms (like “few” and “couple”) close together, from R ’s perspective little changes.

This is very powerful. The number of possible 5-grams is massive and we have a comparatively small number of data points to try to learn from. Similar words being close together allows us to generalize from one sentence to a class of similar sentences. This doesn’t just mean switching a word for a synonym, but also switching a word for a word in a similar class (eg. “the wall is blue” “the wall is red ”). Further, we can change multiple words (eg. “the wall is blue” “the ceiling is red ”). The impact of this is exponential with respect to the number of words. 4