Search Results for author: Jiali Li

Found 6 papers, 1 papers with code

中文自然语言处理多任务中的职业性别偏见测量(Measurement of Occupational Gender Bias in Chinese Natural Language Processing Tasks)

no code implementations CCL 2022 Mengqing Guo, Jiali Li, Jishun Zhao, Shucheng Zhu, Ying Liu, Pengyuan Liu

“尽管悲观者认为, 职场中永远不可能存在性别平等。但随着人们观念的转变, 愈来愈多的人们相信, 职业的选择应只与个人能力相匹配, 而不应由个体的性别决定。目前已经发现自然语言处理的各个任务中都存在着职业性别偏见。但这些研究往往只针对特定的英文任务, 缺乏针对中文的、综合多任务的职业性别偏见测量研究。本文基于霍兰德职业模型, 从中文自然语言处理中常见的三个任务出发, 测量了词向量、共指消解和文本生成中的职业性别偏见, 发现不同任务中的职业性别偏见既有一定的共性, 又存在着独特的差异性。总体来看, 不同任务中的职业性别偏见反映了现实生活中人们对于不同性别所选择职业的刻板印象。此外, 在设计不同任务的偏见测量指标时, 还需要考虑如语体、词序等语言学要素的影响。”

Analysis of Gender Bias in Social Perception and Judgement Using Chinese Word Embeddings

no code implementations NAACL (GeBNLP) 2022 Jiali Li, Shucheng Zhu, Ying Liu, Pengyuan Liu

The results reveal that these grammatical gender-neutral Chinese word embeddings show a certain gender bias, which is consistent with the mainstream society’s perception and judgment of gender.

Word Embeddings

A robust low data solution: dimension prediction of semiconductor nanorods

no code implementations27 Oct 2020 Xiaoli Liu, Yang Xu, Jiali Li, Xuanwei Ong, Salwa Ali Ibrahim, Tonio Buonassisi, Xiaonan Wang

Deep neural network is further applied to develop regression model which demonstrated the well performed prediction on both the original and generated data with a similar distribution.


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