• No results found

How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection

N/A
N/A
Protected

Academic year: 2020

Share "How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection"

Copied!
11
0
0

Loading.... (view fulltext now)

Full text

Loading

Figure

Table 1: Illustration of the frequency-based vocabularyselection heuristic on a typical CNN-based documentclassification model (Section 4.1)
Figure 1: Monte-Carlo simulation on vocabulary selection. Left: CNN-based document classification on AG-newsdataset
Figure 2: Variational dropout in classification mod-els, “New” and “What” can be safely removed withoutharming performance due to large dropout probability.
Table 2: An overview of different datasets under different classification tasks including description and sizes.
+3

References

Related documents

Multi-spectral databases already exist, however, not all the requisites for a realistic evaluation of the cross- spectrum matching are met by them such as having images

71 Id. Dolgencorp LLC d/b/a Dollar General, No.. business necessity and will need to determine whether the individualized assessment imposed by the EEOC in its 2012 Guidance

The TS will provide Counterfeit Checklist results, to include a brief report summarizing the results of the contractor’s Counterfeit Part Detection and Avoidance System, to

In a sidebar, it notes that filters required by CIPA not only block access to legitimate learning content and tools, but also that CIPA requirements create a significant

High Level Description / ROLE Routes page requests/data between the kernel on the destination machine and the network towards the source machine Success indicator Running guest

Enhancing knowledge, developing self-management skills, and building confidence are considered to be important variables associated with improving outcomes, including health-

Existing estimates of sea surface temperatures (SSTs) indicate that, during the early twentieth century, the North Atlantic and Northeast Pacific oceans warmed by twice the

We focus on two aspects of the ICTY’s jurisprudence: firstly, we examine the way in which cases involving sexual violence against men have been prosecuted and we interrogate the