File:Readability-model-results-barplot.png

From testwiki
Jump to navigation Jump to search
Original file (1,276 × 369 pixels, file size: 29 KB, MIME type: image/png)

This file is from Wikimedia Commons and may be used by other projects. The description on its file description page there is shown below.

Summary

Description
English: Summary of results for the supervised model trained on 70% SEW data and tested on 30% SEW data (held-out), VW, and Klexikon. We have three types of model for each dataset, one trained on all 7 language-agnostic features, the second on readability metrics (only FRE to remain constant across all languages) not customized for the language, and finally one on customized FRE. For each feature set, we train three types of supervised ML models — Logistic Regression (LR), Support Vector Machines (SVM, with a linear kernel), and Random Forests (RF). In the VW datasets, for German, Russian, and Spanish, the language agnostic features perform best, especially the RF models. For English, in SEW the readability features are the best. Notably, for languages other than French, the language-agnostic features always outperform the non-customized readability features.
Date
Source Own work
Author MGerlach (WMF)

Licensing

I, the copyright holder of this work, hereby publish it under the following license:
w:en:Creative Commons
attribution share alike
This file is licensed under the Creative Commons Attribution-Share Alike 4.0 International license.
You are free:
  • to share – to copy, distribute and transmit the work
  • to remix – to adapt the work
Under the following conditions:
  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  • share alike – If you remix, transform, or build upon the material, you must distribute your contributions under the same or compatible license as the original.

Captions

Add a one-line explanation of what this file represents

Items portrayed in this file

depicts English

creator English

copyrighted English

inception English

19 July 2022

data size English

29,763 byte

height English

369 pixel

width English

1,276 pixel

media type English

image/png

checksum English

4700fabed2465b6859d215d2ba186a8d05272a35

File history

Click on a date/time to view the file as it appeared at that time.

Date/TimeThumbnailDimensionsUserComment
current12:44, 19 July 2022Thumbnail for version as of 12:44, 19 July 20221,276 × 369 (29 KB)wikimediacommons>MGerlach (WMF)Uploaded while editing "Research:Multilingual Readability Research/Evaluation language agnostic" on meta.wikimedia.org