Search Results for author: Fatma Elsafoury

Found 7 papers, 1 papers with code

A Comparative Study on Word Embeddings and Social NLP Tasks

1 code implementation NAACL (SocialNLP) 2022 Fatma Elsafoury, Steven R. Wilson, Naeem Ramzan

In recent years, gray social media platforms, those with a loose moderation policy on cyberbullying, have been attracting more users.

Word Embeddings

Darkness can not drive out darkness: Investigating Bias in Hate SpeechDetection Models

no code implementations ACL 2022 Fatma Elsafoury

Finally, I investigate the causal effect of the social and intersectional bias on the performance and unfairness of hate speech detection models.

Hate Speech Detection

SOS: Systematic Offensive Stereotyping Bias in Word Embeddings

no code implementations COLING 2022 Fatma Elsafoury, Steve R. Wilson, Stamos Katsigiannis, Naeem Ramzan

Systematic Offensive stereotyping (SOS) in word embeddings could lead to associating marginalised groups with hate speech and profanity, which might lead to blocking and silencing those groups, especially on social media platforms.

Blocking Hate Speech Detection +1

Systematic Offensive Stereotyping (SOS) Bias in Language Models

no code implementations21 Aug 2023 Fatma Elsafoury

Finally, we investigate the impact of the SOS bias in LMs on their performance and fairness on hate speech detection.

Fairness Hate Speech Detection

On Bias and Fairness in NLP: Investigating the Impact of Bias and Debiasing in Language Models on the Fairness of Toxicity Detection

no code implementations22 May 2023 Fatma Elsafoury, Stamos Katsigiannis

Even though there is evidence that language models are biased, the impact of that bias on the fairness of downstream NLP tasks is still understudied.

Fairness Selection bias +2

On the Origins of Bias in NLP through the Lens of the Jim Code

no code implementations16 May 2023 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.

Ethics

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