SOTAVerified

Twitter Bot Detection

Academic studies estimate that up to 15% of Twitter users are automated bot accounts [1]. The prevalence of Twitter bots coupled with the ability of some bots to give seemingly human responses has enabled these non-human accounts to garner widespread influence. Hence, detecting non-human Twitter users or automated bot accounts using machine learning techniques has become an area of interest to researchers in the last few years.

[1] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15587

Papers

Showing 116 of 16 papers

TitleStatusHype
TwiBot-22: Towards Graph-Based Twitter Bot DetectionCode2
State of the Art Models for Fake News Detection TasksCode1
LMBot: Distilling Graph Knowledge into Language Model for Graph-less Deployment in Twitter Bot DetectionCode1
BIC: Twitter Bot Detection with Text-Graph Interaction and Semantic ConsistencyCode1
MGTAB: A Multi-Relational Graph-Based Twitter Account Detection BenchmarkCode1
Detecting Bot Behaviour in Social Media using Digital DNA CompressionCode0
Identification of Twitter Bots Based on an Explainable Machine Learning Framework: The US 2020 Elections Case StudyCode0
Bot and Gender Detection of Twitter Accounts Using Distortion and LSACode0
Simplistic Collection and Labeling Practices Limit the Utility of Benchmark Datasets for Twitter Bot DetectionCode0
Evading classifiers in discrete domains with provable optimality guaranteesCode0
Twitter Bot Detection using Diversity Measures0
BotArtist: Generic approach for bot detection in Twitter via semi-automatic machine learning pipeline0
BotUmc: An Uncertainty-Aware Twitter Bot Detection with Multi-view Causal Inference0
Iteration over event space in time-to-first-spike spiking neural networks for Twitter bot classification0
Language-Agnostic Twitter-Bot Detection0
Twitter Bot Detection Using Bidirectional Long Short-term Memory Neural Networks and Word Embeddings0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RGTAcc92.1Unverified
2BotRGCNAcc89.6Unverified
3GATAcc87Unverified
4GCNAcc85.8Unverified
#ModelMetricClaimedVerifiedStatus
1DNA String Compression - Compression RatioAccuracy0.98Unverified