Papers by Carla Perez Almendros

3 papers
Pre-Training Language Models for Identifying Patronizing and Condescending Language: An Analysis (2022.lrec-1)

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Challenge: Patronizing and Condescending Language (PCL) is a subtle but harmful type of discourse.
Approach: They propose to pre-train PCL detection models on other NLP tasks to improve their detection . they find that performance gains are possible when pre-training on sentiment, harmful language and commonsense morality.
Outcome: The proposed models improve on pre-training on other NLP tasks focusing on sentiment, harmful language and commonsense morality, compared with tasks concentrating on political speech and social justice, the authors show .
Do Large Language Models Understand Mansplaining? Well, Actually... (2024.lrec-main)

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Challenge: Gender bias has been studied by the NLP community, but other variations of it, such as mansplaining, have received little attention.
Approach: They propose to analyze a corpus of 886 mansplaining stories experienced by women and examine how Large Language Models can understand and identify mansplaiting.
Outcome: The proposed models reproduce some of the social patterns behind mansplaining situations by praising men for giving unsolicited advice to women.
Don’t Patronize Me! An Annotated Dataset with Patronizing and Condescending Language towards Vulnerable Communities (2020.coling-main)

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Challenge: a new dataset is proposed to help develop NLP models to categorize language that is patronizing or condescending towards vulnerable communities.
Approach: They propose to annotate a dataset to help develop NLP models to categorize language that is patronizing or condescending towards vulnerable communities.
Outcome: The proposed dataset supports the development of NLP models to categorize language that is patronizing or condescending towards vulnerable communities.

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