Google Inc.

Xiliu Tang

Jun Wu

Henry Ou

Lei Zhang

Bo Yang

Wei Xu

Yonggang Wang

Feng Hong

Xianping Ge

Baogang Yao

Yong-Gang Wang

Yongyan Liu

Runhua Yang

Systems, methods, and apparatuses including computer program products for generating a custom language model. In one implementation, a method is provided. The method includes receiving a collection of documents; clustering the documents into one or more clusters; generating a cluster vector for each cluster of the one or more clusters; generating a target vector associated with a target profile; comparing the target vector with each of the cluster vectors; selecting one or more of the one or more clusters based on the comparison; and generating a language model using documents from the one or more selected clusters.

Custom language models

Methods, systems, and apparatus, including computer program products, in which an input method editor receives Roman character inputs, identifies keywords for candidate sets of a non-Roman character, and identifies an associated resource location. Upon identifying an associated resource location, associating the resource location with the candidate set of non-Roman characters.

Resource locator suggestions from input character sequence

A word corpus is identified and a word probability value is associated with each word in the word corpus. A sentence is identified, candidate segmentations of the sentence are determined based on the word corpus, and the associated probability value for each word in the word corpus is iteratively adjusted based on the probability values associated with the words and the candidate segmentations.

Word probability determination

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Xiliu Tang