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Gender Bias in Language

Gender Bias in Elementary School Language Textbooks

Gender Bias in Elementary School Language Textbooks

... of gender bias in Language textbooks in Elementary ...of gender mainstreaming in ...on language text books ...using gender concept. The research found that gender biased ...

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Reducing Gender Bias in Word Level Language Models with a Gender Equalizing Loss Function

Reducing Gender Bias in Word Level Language Models with a Gender Equalizing Loss Function

... Gender bias exists in natural language datasets which neural language models tend to learn, resulting in biased text ...of bias evaluation metrics, we provide empirical evidence that ...

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Mitigating Gender Bias in Natural Language Processing: Literature Review

Mitigating Gender Bias in Natural Language Processing: Literature Review

... Mitigating Gender Bias in Languages Beyond ...mitigating gender bias in the English ...igating gender bias in other languages as ...as gender-swapping are relatively easy ...

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Proceedings of the First Workshop on Gender Bias in Natural Language Processing

Proceedings of the First Workshop on Gender Bias in Natural Language Processing

... on Gender Bias in Natural Language Processing held in conjunction with the 57th Annual Meeting of the Association for Computational Linguistics in ...of gender bias in NLP ...

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Identifying and Reducing Gender Bias in Word Level Language Models

Identifying and Reducing Gender Bias in Word Level Language Models

... der bias; (ii) measure bias in a text corpus and the text generated from a recurrent neural net- work language model trained on the text cor- pus; (iii) propose a regularization loss term for the ...

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Analyzing Gender Bias in Student Evaluations

Analyzing Gender Bias in Student Evaluations

... of language, such as those derived from semantic role labels or extracted from neural word embeddings or other vector space ...gendered language, we plan expand our analysis by exploring whether certain ...

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Resolving Gendered Ambiguous Pronouns with BERT

Resolving Gendered Ambiguous Pronouns with BERT

... natural language understanding and a nec- essary component of machine translation sys- tems, chat bots and ...of gender-balanced pronoun reso- ...lower gender bias on the benchmark dataset ...

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Gender Bias in Pretrained Swedish Embeddings

Gender Bias in Pretrained Swedish Embeddings

... BERT (Devlin et al., 2018) is similar to ELMo in the sense that it uses a deep neural network archi- tecture and produces contextualized embeddings. However, it differs in the type of network used. BERT uses a ...

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Evaluating the Underlying Gender Bias in Contextualized Word Embeddings

Evaluating the Underlying Gender Bias in Contextualized Word Embeddings

... of gender bias is the word association be- tween man to computer programmer as woman to homemaker (Bolukbasi et ...natural language inference (NLI), machine translation (MT) or question an- swering ...

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Proposed Taxonomy for Gender Bias in Text; A Filtering Methodology for the Gender Generalization Subtype

Proposed Taxonomy for Gender Bias in Text; A Filtering Methodology for the Gender Generalization Subtype

... promote bias-free and non-sexist writing to empower the fairness ...on gender bias in text at the dataset level has been ...(ML), gender biases are translated from sourced data to existing ...

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Gender Bias in Managerial Positions in the Private Sector in Kosovo

Gender Bias in Managerial Positions in the Private Sector in Kosovo

... The gender-based path in an individual is paved quite early in ...the gender roles portrayed to them from family, media and society in general, young girls and boys already create a list of requirements ...

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Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods

Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods

... and language models (Zhao et ...reducing bias. Implicit human bias can come from imbal- anced ...reduces bias by using corpus level constraints, but is only prac- tical for models with ...

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International Initiatives to Reduce Gender Bias in News Media

International Initiatives to Reduce Gender Bias in News Media

... AUSTRALIA’s government, through the Office on the Status of Women, initiated in 1986 a consultation with 26,000 women and found that women wanted the media to portray more realistic and positive images of women. In 1988, ...

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Debiasing Embeddings for Reduced Gender Bias in Text Classification

Debiasing Embeddings for Reduced Gender Bias in Text Classification

... the gender subspace. This seeks to remove entirely the gender information from the corpus while still maintaining the remaining se- mantic information about these ...by gender, this results in all ...

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Measuring Gender Bias in Word Embeddings across Domains and Discovering New Gender Bias Word Categories

Measuring Gender Bias in Word Embeddings across Domains and Discovering New Gender Bias Word Categories

... exhibit gender biases captured through training on corpora and started developing methods for mitigating this bias (Bolukbasi et ...suspected gender biased words and two sets of reference words ...

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Gender Matters: Climate Change, Gender Bias, and Women's Farming in the Global South and North

Gender Matters: Climate Change, Gender Bias, and Women's Farming in the Global South and North

... the language of the ...compounds gender injustices of land displacement, loss of livelihood, food insecurity, environmental degradation through poor soil practices and chemical inputs, and poverty ...

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On Measuring Gender Bias in Translation of Gender neutral Pronouns

On Measuring Gender Bias in Translation of Gender neutral Pronouns

... being language-specific, we want to note that the pro- posed methodology can be applied to other lan- guages with gender-neutral pronouns, especially with a high similarity if the source language ...

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SPORTS AND GENDER BIAS: AN ANALYSIS

SPORTS AND GENDER BIAS: AN ANALYSIS

... promote gender equity and empower girls and women is often overlooked because sport is not universally perceived as a suitable or desirable pursuit for girls and ...The gender discrimination in sports is ...

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Examining Gender Bias in Languages with Grammatical Gender

Examining Gender Bias in Languages with Grammatical Gender

... 2.2 Bias in Bilingual Word Embeddings Bilingual word embeddings are used widely in tasks such as multilingual ...mitigate gender bias in these em- beddings to avoid them from affecting downstream ...

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A psychometric evaluation of the Gender Bias in Medical Education Scale

A psychometric evaluation of the Gender Bias in Medical Education Scale

... across gender and pro- gram of study, it should be noted that all three samples were taken from a single Australian ...with gender politics on the three factors of the GBMES, greater research on convergent ...

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