Multi-label Classification for Automatic Tag Prediction in the Context of Programming Challenges

11/27/2019
by   Bianca Iancu, et al.
0

One of the best ways for developers to test and improve their skills in a fun and challenging way are programming challenges, offered by a plethora of websites. For the inexperienced ones, some of the problems might appear too challenging, requiring some suggestions to implement a solution. On the other hand, tagging problems can be a tedious task for problem creators. In this paper, we focus on automating the task of tagging a programming challenge description using machine and deep learning methods. We observe that the deep learning methods implemented outperform well-known IR approaches such as tf-idf, thus providing a starting point for further research on the task.

READ FULL TEXT

page 4

page 9

research
08/26/2020

Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based Approach

Tagging has been recognized as a successful practice to boost relevance ...
research
08/03/2023

Tag Prediction of Competitive Programming Problems using Deep Learning Techniques

In the past decade, the amount of research being done in the fields of m...
research
08/21/2022

Automatic tagging of knowledge points for K12 math problems

Automatic tagging of knowledge points for practice problems is the basis...
research
11/25/2022

Identifying Incorrect Annotations in Multi-Label Classification Data

In multi-label classification, each example in a dataset may be annotate...
research
07/14/2017

DocTag2Vec: An Embedding Based Multi-label Learning Approach for Document Tagging

Tagging news articles or blog posts with relevant tags from a collection...
research
04/18/2017

Large-Scale Online Semantic Indexing of Biomedical Articles via an Ensemble of Multi-Label Classification Models

Background: In this paper we present the approaches and methods employed...
research
05/24/2017

Inclusive Flavour Tagging Algorithm

Identifying the flavour of neutral B mesons production is one of the mos...

Please sign up or login with your details

Forgot password? Click here to reset