Emoji understanding in online experiences
Understanding emojis in the context of online experiences is described. In at least some embodiments, text input is received and a vector representation of the text input is computed. Based on the vector representation, one or more emojis that correspond to the vector representation of the text input are ascertained and a response is formulated that includes at least one of the one or more emojis. In other embodiments, input from a client machine is received. The input includes at least one emoji. A computed vector representation of the emoji is used to look for vector representations of words or phrases that are close to the computed vector representation of the emoji. At least one of the words or phrases is selected and at least one task is performed using the selected word(s) or phrase(s).
1 . A method comprising:
receiving, by a network-based provider and over a network, user input including one or more emojis;
using, by the network-based provider, a computed vector representation representing the one or more emojis, in which the computed vector representation representing the one or more emojis is generated by a trained model configured to update parameters of the trained model based on additional data, to determine computed vector representations representing words or phrases that are close to the computed vector representation representing the one or more emojis;
selecting, by the network-based provider, at least one of the words or phrases of the vector representations representing the words or phrases that are close to the computed vector representation representing the one or more emojis; and
based on the at least one of the words or phrases selected of the vector representations representing the words or phrases that are close to the computed vector representation representing the one or more emojis, performing, by the network-based provider, a task for display by a user interface, in which the task is associated with the at least one of the words or phrases selected.
2 . The method as described in claim 1 , wherein the one or more emojis are received via a message provided by a user using a network application on a client machine.
3 . The method as described in claim 2 , wherein the message is associated with an experience.
4 . The method of claim 2 , wherein the network application is a listing application.
5 . The method as described in claim 1 , wherein the network-based provider provides online experiences.
6 . The method as described in claim 1 , wherein the task is a formulated response message.
7 . The method as described in claim 6 , wherein the formulated response message includes at least one additional emoji.
8 . A computing device comprising:
a processing system; and
a computer-readable storage medium having instructions stored that, responsive to execution by the processing system, causes the processing system to perform operations comprising:
receiving user input including one or more emojis;
using a computed vector representation representing the one or more emojis to determine computed vector representations representing words or phrases that are close to the computed vector representation representing the one or more emojis;
selecting at least one of the words or phrases of the vector representations representing the words or phrases that are close to the computed vector representation representing the one or more emojis; and
based on the at least one of the words or phrases selected of the vector representations representing the words or phrases that are close to the computed vector representation representing the one or more emojis, performing a task for display by a user interface, in which the task is associated with the at least one of the words or phrases selected.
9 . The computing device as described in claim 8 , wherein the one or more emojis are received via a message provided by a user using a network application on a client machine.
10 . The computing device as described in claim 9 , wherein the message is associated with an interactive shopping experience.
11 . The computing device as described in claim 9 , wherein the message includes text along with the one or more emojis.
12 . The computing device as described in claim 9 , wherein the message corresponds to a search.
13 . The computing device as described in claim 8 , wherein the task is a formulated response message.
14 . The computing device as described in claim 13 , wherein the formulated response message is communicated via a bot.
15 . The computing device as described in claim 8 , wherein the computed vector representation representing the one or more emojis is generated by a trained model configured to re-train the trained model based on additional data.
16 . A non-transitory computer-readable storage medium encoding computer executable instructions that, when executed by a processing unit, perform operations comprising:
receiving user input including one or more emojis;
using a computed vector representation representing the one or more emojis to determine computed vector representations representing words or phrases that are close to the computed vector representation representing the one or more emojis;
selecting at least one of the words or phrases that are close to the computed vector representation representing the one or more emojis; and
based on the at least one of the words or phrases selected of the vector representations representing the words or phrases that are close to the computed vector representation representing the one or more emojis, performing a task for display by a user interface, in which the task is associated with the at least one of the words or phrases selected.
17 . The non-transitory computer-readable storage medium as described in claim 16 , wherein the one or more emojis are received via a message provided by a user using a network application on a client machine.
18 . The non-transitory computer-readable storage medium as described in claim 17 , wherein the message includes text along with the one or more emojis.
19 . The non-transitory computer-readable storage medium as described in claim 18 , wherein the task is a formulated response message.
20 . The non-transitory computer-readable storage medium as described in claim 16 , wherein the task is a search.