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4 papers
Thesis Distillation: Investigating The Impact of Bias in NLP Models on Hate Speech Detection
Fatma Elsafoury
This paper is a summary of the work done in my PhD thesis. Where I investigate the impact of bias in NLP models on the task of hate speech detection from three perspectives: explai…
Systematic Offensive Stereotyping (SOS) Bias in Language Models
Fatma Elsafoury
In this paper, we propose a new metric to measure the SOS bias in language models (LMs). Then, we validate the SOS bias and investigate the effectiveness of removing it. Finally, w…
On the Origins of Bias in NLP through the Lens of the Jim Code
Fatma Elsafoury, Gavin Abercrombie
In this paper, we trace the biases in current natural language processing (NLP) models back to their origins in racism, sexism, and homophobia over the last 500 years. We review li…
On Bias and Fairness in NLP: Investigating the Impact of Bias and Debiasing in Language Models on the Fairness of Toxicity Detection
Fatma Elsafoury, Stamos Katsigiannis
Language models are the new state-of-the-art natural language processing (NLP) models and they are being increasingly used in many NLP tasks. Even though there is evidence that lan…