Tag Recommendation for Online Q A Communities based on BERT Pre-Training Technique

10/10/2020
by   Navid Khezrian, et al.
0

Online Q A and open source communities use tags and keywords to index, categorize, and search for specific content. The most obvious advantage of tag recommendation is the correct classification of information. In this study, we used the BERT pre-training technique in tag recommendation task for online Q A and open-source communities for the first time. Our evaluation on freecode datasets show that the proposed method, called TagBERT, is more accurate compared to deep learning and other baseline methods. Moreover, our model achieved a high stability by solving the problem of previous researches, where increasing the number of tag recommendations significantly reduced model performance.

READ FULL TEXT
POST COMMENT

Comments

There are no comments yet.

Authors

page 3

08/12/2019

Evaluating Tag Recommendations for E-Book Annotation Using a Semantic Similarity Metric

In this paper, we present our work to support publishers and editors in ...
01/10/2022

Resource recommender system performance improvement by exploring similar tags and detecting tags communities

Many researchers have used tag information to improve the performance of...
03/06/2018

The Impact of Semantic Context Cues on the User Acceptance of Tag Recommendations: An Online Study

In this paper, we present the results of an online study with the aim to...
07/29/2020

Social Influences in Recommendation Systems

Social networking sites such as Flickr and Facebook allow users to share...
03/21/2022

PTM4Tag: Sharpening Tag Recommendation of Stack Overflow Posts with Pre-trained Models

Stack Overflow is often viewed as the most influential Software Question...
12/11/2021

Auto-Tag: Tagging-Data-By-Example in Data Lakes

As data lakes become increasingly popular in large enterprises today, th...
12/05/2020

A Sequence-Oblivious Generation Method for Context-Aware Hashtag Recommendation

Like search, a recommendation task accepts an input query or cue and pro...
This week in AI

Get the week's most popular data science and artificial intelligence research sent straight to your inbox every Saturday.