Improving Adversarial Data Collection by Supporting Annotators: Lessons
from GAHD, a German Hate Speech Dataset

Improving Adversarial Data Collection by Supporting Annotators: Lessons from GAHD, a German Hate Speech Dataset

28 March 2024

Janis Goldzycher

Paul Röttger

Gerold Schneider

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Papers citing "Improving Adversarial Data Collection by Supporting Annotators: Lessons from GAHD, a German Hate Speech Dataset"

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Title
From Languages to Geographies: Towards Evaluating Cultural Bias in Hate Speech Datasets Manuel Tonneau Diyi Liu Samuel Fraiberger Ralph Schroeder Scott A. Hale Paul Röttger 70 6 0 27 Apr 2024
Exploiting Explainability to Design Adversarial Attacks and Evaluate Attack Resilience in Hate-Speech Detection Models Pranath Reddy Kumbam Sohaib Uddin Syed Prashanth Thamminedi S. Harish Ian Perera Bonnie J. Dorr AAML 61 1 0 29 May 2023
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation Max Bartolo Tristan Thrush Robin Jia Sebastian Riedel Pontus Stenetorp Douwe Kiela AAML 76 103 0 18 Apr 2021
Dynabench: Rethinking Benchmarking in NLP Douwe Kiela Max Bartolo Yixin Nie Divyansh Kaushik Atticus Geiger ... Pontus Stenetorp Robin Jia Joey Tianyi Zhou Christopher Potts Adina Williams 201 407 0 07 Apr 2021
HateCheck: Functional Tests for Hate Speech Detection Models Paul Röttger B. Vidgen Dong Nguyen Zeerak Talat Helen Z. Margetts J. Pierrehumbert 94 271 0 31 Dec 2020
German's Next Language Model Branden Chan Stefan Schweter Timo Möller 90 273 0 21 Oct 2020
ETHOS: an Online Hate Speech Detection Dataset Ioannis Mollas Zoe Chrysopoulou Stamatis Karlos Grigorios Tsoumakas 42 116 0 11 Jun 2020
"Call me sexist, but...": Revisiting Sexism Detection Using Psychological Scales and Adversarial Samples Mattia Samory Indira Sen Julian Kohne Fabian Flöck Claudia Wagner 54 75 0 27 Apr 2020
Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation Nils Reimers Iryna Gurevych 104 1,025 0 21 Apr 2020
Directions in Abusive Language Training Data: Garbage In, Garbage Out Bertie Vidgen Leon Derczynski 61 264 0 03 Apr 2020
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 125 1,006 0 31 Oct 2019
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 91 569 0 26 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,226 0 27 Aug 2019
Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human Attack Emily Dinan Samuel Humeau Bharath Chintagunta Jason Weston 81 247 0 17 Aug 2019
Adversarially Regularising Neural NLI Models to Integrate Logical Background Knowledge Pasquale Minervini Sebastian Riedel AAML NAI GAN 59 119 0 26 Aug 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 160 9,432 0 09 Feb 2018