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Large language models (LLMs) have been shown to propagate and amplify harmful stereotypes, particularly those that disproportionately affect marginalised communities. To understand the effect of these stereotypes more comprehensively, we…

计算与语言 · 计算机科学 2024-10-10 Zara Siddique , Liam D. Turner , Luis Espinosa-Anke

Large Language Models (LLMs) are increasingly being utilized by both candidates and employers in the recruitment context. However, with this comes numerous ethical concerns, particularly related to the lack of transparency in these…

计算与语言 · 计算机科学 2024-02-16 Airlie Hilliard , Cristian Munoz , Zekun Wu , Adriano Soares Koshiyama

Large Language Models revolutionized NLP and showed dramatic performance improvements across several tasks. In this paper, we investigated the role of such language models in text classification and how they compare with other approaches…

计算与语言 · 计算机科学 2025-02-21 Sowmya Vajjala , Shwetali Shimangaud

Language models (LMs) have become pivotal in the realm of technological advancements. While their capabilities are vast and transformative, they often include societal biases encoded in the human-produced datasets used for their training.…

计算与语言 · 计算机科学 2024-01-30 Iñigo Parra

We examine whether large language models (LLMs) exhibit race- and gender-based name discrimination in hiring decisions, similar to classic findings in the social sciences (Bertrand and Mullainathan, 2004). We design a series of templatic…

计算与语言 · 计算机科学 2024-06-18 Haozhe An , Christabel Acquaye , Colin Wang , Zongxia Li , Rachel Rudinger

Large Language Models (LLMs) have become increasingly incorporated into everyday life for many internet users, taking on significant roles as advice givers in the domains of medicine, personal relationships, and even legal matters. The…

计算与语言 · 计算机科学 2025-10-17 Nicole Smith-Vaniz , Harper Lyon , Lorraine Steigner , Ben Armstrong , Nicholas Mattei

Large Language Models (LLMs) are increasingly integrated into critical decision-making processes, such as loan approvals and visa applications, where inherent biases can lead to discriminatory outcomes. In this paper, we examine the nuanced…

计算与语言 · 计算机科学 2024-05-30 Mina Arzaghi , Florian Carichon , Golnoosh Farnadi

Large Language Models (LLMs) have emerged as potent tools for advancing the United Nations' Sustainable Development Goals (SDGs). However, the attitudinal disparities between LLMs and humans towards these goals can pose significant…

计算机与社会 · 计算机科学 2025-01-17 Qingyang Wu , Ying Xu , Tingsong Xiao , Yunze Xiao , Yitong Li , Tianyang Wang , Yichi Zhang , Shanghai Zhong , Yuwei Zhang , Wei Lu , Yifan Yang

Large language models (LLMs) show promise in offering emotional support and generating empathetic responses for individuals in distress, but their ability to deliver culturally sensitive support remains underexplored due to a lack of…

计算与语言 · 计算机科学 2026-01-21 Chen Cecilia Liu , Hiba Arnaout , Nils Kovačić , Dana Atzil-Slonim , Iryna Gurevych

While advances in fairness and alignment have helped mitigate overt biases exhibited by large language models (LLMs) when explicitly prompted, we hypothesize that these models may still exhibit implicit biases when simulating human…

计算与语言 · 计算机科学 2025-01-30 Yuxuan Li , Hirokazu Shirado , Sauvik Das

Large language models (LLMs) are increasingly proposed for detecting and responding to violent content online, yet their ability to reason about morally ambiguous, real-world scenarios remains underexamined. We present the first study to…

计算与语言 · 计算机科学 2025-06-27 Quintin Myers , Yanjun Gao

Rhymes and poems are a powerful medium for transmitting cultural norms and societal roles. However, the pervasive existence of gender stereotypes in these works perpetuates biased perceptions and limits the scope of individuals' identities.…

计算与语言 · 计算机科学 2024-03-26 Aditya Narayan Sankaran , Vigneshwaran Shankaran , Sampath Lonka , Rajesh Sharma

Culture shapes reasoning, values, prioritization, and strategic decision-making, yet large language models (LLMs) often exhibit cultural biases that misalign with target populations. As LLMs are increasingly used for strategic…

人工智能 · 计算机科学 2026-03-18 Maksim Eren , Eric Michalak , Brian Cook , Johnny Seales

Metaphors are pervasive in communication, making them crucial for natural language processing (NLP). Previous research on automatic metaphor processing predominantly relies on training data consisting of English samples, which often reflect…

计算与语言 · 计算机科学 2025-06-10 Senqi Yang , Dongyu Zhang , Jing Ren , Ziqi Xu , Xiuzhen Zhang , Yiliao Song , Hongfei Lin , Feng Xia

As the deployment of large language models (LLMs) expands, there is an increasing demand for personalized LLMs. One method to personalize and guide the outputs of these models is by assigning a persona -- a role that describes the expected…

计算与语言 · 计算机科学 2024-09-19 Mahammed Kamruzzaman , Hieu Nguyen , Nazmul Hassan , Gene Louis Kim

This study examines whether LLMs can simulate culturally grounded psychological patterns based on demographic information. Using DeepSeek, we generated 2943 virtual participants matched to demographic distributions from the CFPS2018 and…

计算机与社会 · 计算机科学 2025-10-01 Ke Luoma , Li Zengyi , Liao Jiangqun , Tong Song , Peng Kaiping

Language is far more than a communication tool. A wealth of information - including but not limited to the identities, psychological states, and social contexts of its users - can be gleaned through linguistic markers, and such insights are…

Large Language Models (LLMs) are trained primarily on minimally processed web text, which exhibits the same wide range of social biases held by the humans who created that content. Consequently, text generated by LLMs can inadvertently…

计算与语言 · 计算机科学 2023-07-04 Harnoor Dhingra , Preetiha Jayashanker , Sayali Moghe , Emma Strubell

Modern language models are trained on large amounts of data. These data inevitably include controversial and stereotypical content, which contains all sorts of biases related to gender, origin, age, etc. As a result, the models express…

计算与语言 · 计算机科学 2025-09-03 Aleksandra Sorokovikova , Pavel Chizhov , Iuliia Eremenko , Ivan P. Yamshchikov

Large Language Models (LLMs) are increasingly deployed across diverse domains but often exhibit disparities in how they handle real-life queries. To systematically investigate these effects within various disability contexts, we introduce…

计算与语言 · 计算机科学 2025-09-30 Srikant Panda , Amit Agarwal , Hitesh Laxmichand Patel