Google Summer of Code
languagetool.org
About the Organization
Style and grammar checker
Primary Technologies & Languages
javascriptjavamachine learningtensorflowai
Technical Topics & Focus Areas
educationartificial intelligencelanguagenlpedtech
Participation Years
Completed Projects Distribution
Annual Completed Projects History
languagetool.orgHover over bars to view completed counts
4
3
2
1
0
2018
Projects2
Years Active1
Stackjavascript
TierTier 1
Past Projects
Showing 2 of 2 projects. Click any project card for scope, mentors, and proposal studio.
Confusion Pair Correction Using Sequence to Sequence Models
intermediateMentors: Student: Allen Antony
<p>LanguageTool (LT) currently uses neural networks to detect confusion between words. So far, it only considers 2 words of context in both directions (tri-grams). The aim of this project is to extend this to take the entire sentence as context to detect the confusion pairs. For this, the project aims to leverage the use of a sequence-to-sequence model to detect the word(s) that are used incorrectly and then replace them with the correct word(s). The project aims to give this functionality to English, French, and German.</p>
Suggestions sorting improvement, migration to the modern server-side framework, migration from Maven to Gradle
intermediateMentors: Student: Oleg Serikov
<p>During the GSoC I'm going to complete the following tasks:</p> <ol> <li>Enhance the suggestions sorting algorithm using the ML-way inspired by <a href="https://open.afterthedeadline.com/about/technology-overview" target="_blank">after the deadline</a>'s (section "The Spelling Corrector")</li> <li>Migrate the server-side of the LanguageTool to the modern lightweight framework</li> <li>Migrate the LanguageTool from Maven to Gradle</li> </ol>