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Challenges for Toxic Comment Classification: An In-Depth Error Analysis

Challenges for Toxic Comment Classification: An In-Depth Error Analysis

20 September 2018
Betty van Aken
Julian Risch
Ralf Krestel
Alexander Loser
ArXivPDFHTML

Papers citing "Challenges for Toxic Comment Classification: An In-Depth Error Analysis"

24 / 24 papers shown
Title
Personalisation or Prejudice? Addressing Geographic Bias in Hate Speech Detection using Debias Tuning in Large Language Models
Personalisation or Prejudice? Addressing Geographic Bias in Hate Speech Detection using Debias Tuning in Large Language Models
Paloma Piot
Patricia Martín-Rodilla
Javier Parapar
50
0
0
04 May 2025
DefVerify: Do Hate Speech Models Reflect Their Dataset's Definition?
DefVerify: Do Hate Speech Models Reflect Their Dataset's Definition?
Urja Khurana
Eric T. Nalisnick
Antske Fokkens
61
1
0
21 Oct 2024
Model Surgery: Modulating LLM's Behavior Via Simple Parameter Editing
Model Surgery: Modulating LLM's Behavior Via Simple Parameter Editing
Huanqian Wang
Yang Yue
Rui Lu
Jingxin Shi
Andrew Zhao
Shenzhi Wang
Shiji Song
Gao Huang
LM&Ro
KELM
55
6
0
11 Jul 2024
DISCERN: Designing Decision Support Interfaces to Investigate the
  Complexities of Workplace Social Decision-Making With Line Managers
DISCERN: Designing Decision Support Interfaces to Investigate the Complexities of Workplace Social Decision-Making With Line Managers
Pranav Khadpe
Lindy Le
Kate Nowak
Shamsi T. Iqbal
Jina Suh
32
7
0
29 Feb 2024
Adding guardrails to advanced chatbots
Adding guardrails to advanced chatbots
Yanchen Wang
Lisa Singh
AI4MH
23
7
0
13 Jun 2023
ToxBuster: In-game Chat Toxicity Buster with BERT
ToxBuster: In-game Chat Toxicity Buster with BERT
Zachary Yang
Yasmine Maricar
M. Davari
Nicolas Grenon-Godbout
Reihaneh Rabbany
30
3
0
21 May 2023
Leveraging a New Spanish Corpus for Multilingual and Crosslingual
  Metaphor Detection
Leveraging a New Spanish Corpus for Multilingual and Crosslingual Metaphor Detection
Elisa Sanchez-Bayona
Rodrigo Agerri
14
10
0
19 Oct 2022
Pile of Law: Learning Responsible Data Filtering from the Law and a
  256GB Open-Source Legal Dataset
Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset
Peter Henderson
M. Krass
Lucia Zheng
Neel Guha
Christopher D. Manning
Dan Jurafsky
Daniel E. Ho
AILaw
ELM
138
98
0
01 Jul 2022
Multilingual HateCheck: Functional Tests for Multilingual Hate Speech
  Detection Models
Multilingual HateCheck: Functional Tests for Multilingual Hate Speech Detection Models
Paul Röttger
Haitham Seelawi
Debora Nozza
Zeerak Talat
Bertie Vidgen
30
65
0
20 Jun 2022
Hidden behind the obvious: misleading keywords and implicitly abusive
  language on social media
Hidden behind the obvious: misleading keywords and implicitly abusive language on social media
Wenjie Yin
A. Zubiaga
33
27
0
03 May 2022
Automated Identification of Toxic Code Reviews Using ToxiCR
Automated Identification of Toxic Code Reviews Using ToxiCR
Jaydeb Sarker
Asif Kamal Turzo
Mingyou Dong
Amiangshu Bosu
27
31
0
26 Feb 2022
Jury Learning: Integrating Dissenting Voices into Machine Learning
  Models
Jury Learning: Integrating Dissenting Voices into Machine Learning Models
Mitchell L. Gordon
Michelle S. Lam
J. Park
Kayur Patel
Jeffrey T. Hancock
Tatsunori Hashimoto
Michael S. Bernstein
29
146
0
07 Feb 2022
SS-BERT: Mitigating Identity Terms Bias in Toxic Comment Classification
  by Utilising the Notion of "Subjectivity" and "Identity Terms"
SS-BERT: Mitigating Identity Terms Bias in Toxic Comment Classification by Utilising the Notion of "Subjectivity" and "Identity Terms"
Zhixue Zhao
Ziqi Zhang
F. Hopfgartner
24
5
0
06 Sep 2021
Limitations of machine learning for building energy prediction: ASHRAE
  Great Energy Predictor III Kaggle competition error analysis
Limitations of machine learning for building energy prediction: ASHRAE Great Energy Predictor III Kaggle competition error analysis
Clayton Miller
Bianca Picchetti
Chunlei Fu
Jovan Pantelic
AI4CE
17
24
0
25 Jun 2021
Data Expansion using Back Translation and Paraphrasing for Hate Speech
  Detection
Data Expansion using Back Translation and Paraphrasing for Hate Speech Detection
D. Beddiar
Md Saroar Jahan
Mourad Oussalah
27
83
0
25 May 2021
Towards generalisable hate speech detection: a review on obstacles and
  solutions
Towards generalisable hate speech detection: a review on obstacles and solutions
Wenjie Yin
A. Zubiaga
117
164
0
17 Feb 2021
HateCheck: Functional Tests for Hate Speech Detection Models
HateCheck: Functional Tests for Hate Speech Detection Models
Paul Röttger
B. Vidgen
Dong Nguyen
Zeerak Talat
Helen Z. Margetts
J. Pierrehumbert
31
260
0
31 Dec 2020
Towards Ethics by Design in Online Abusive Content Detection
Towards Ethics by Design in Online Abusive Content Detection
S. Kiritchenko
I. Nejadgholi
29
13
0
28 Oct 2020
Detecting and Classifying Malevolent Dialogue Responses: Taxonomy, Data
  and Methodology
Detecting and Classifying Malevolent Dialogue Responses: Taxonomy, Data and Methodology
Yangjun Zhang
Pengjie Ren
Maarten de Rijke
26
11
0
21 Aug 2020
Simple and Principled Uncertainty Estimation with Deterministic Deep
  Learning via Distance Awareness
Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness
Jeremiah Zhe Liu
Zi Lin
Shreyas Padhy
Dustin Tran
Tania Bedrax-Weiss
Balaji Lakshminarayanan
UQCV
BDL
37
437
0
17 Jun 2020
Toxicity Detection: Does Context Really Matter?
Toxicity Detection: Does Context Really Matter?
John Pavlopoulos
Jeffrey Scott Sorensen
Lucas Dixon
Nithum Thain
Ion Androutsopoulos
18
158
0
01 Jun 2020
Read, Attend and Comment: A Deep Architecture for Automatic News Comment
  Generation
Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation
Ze Yang
Can Xu
Wei Wu
Zhoujun Li
3DV
23
29
0
26 Sep 2019
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in
  Toxic Comment Detection
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in Toxic Comment Detection
Ameya Vaidya
Feng Mai
Yue Ning
115
21
0
21 Sep 2019
Convolutional Neural Networks for Sentence Classification
Convolutional Neural Networks for Sentence Classification
Yoon Kim
AILaw
VLM
312
13,377
0
25 Aug 2014
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