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Despite the growing promise of large language models (LLMs) in automated essay scoring (AES), empirical findings regarding their reliability compared to human raters remain mixed. Following the PRISMA 2020 guidelines, we synthesized 65…

计算与语言 · 计算机科学 2026-05-27 Hongli Li , Che Han Chen , Kevin Fan , Chiho Young-Johnson , Soyoung Lim , Yali Feng

Standard benchmarks of bias and fairness in large language models (LLMs) measure the association between the user attributes stated or implied by a prompt and the LLM's short text response, but human-AI interaction increasingly requires…

计算与语言 · 计算机科学 2025-06-06 Kristian Lum , Jacy Reese Anthis , Kevin Robinson , Chirag Nagpal , Alexander D'Amour

Recent research has focused on examining Large Language Models' (LLMs) characteristics from a psychological standpoint, acknowledging the necessity of understanding their behavioral characteristics. The administration of personality tests…

计算与语言 · 计算机科学 2024-10-07 Jen-tse Huang , Wenxiang Jiao , Man Ho Lam , Eric John Li , Wenxuan Wang , Michael R. Lyu

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

While Large Language Models (LLMs) are increasingly envisioned as intelligent assistants for personalized learning, systematic head-to-head evaluations in authentic learning scenarios remain scarce. This study presents an empirical…

人工智能 · 计算机科学 2025-10-23 Bo Yuan , Jiazi Hu

Large language models (LLMs) in the form of chatbots like ChatGPT and Llama are increasingly proposed as "silicon samples" for simulating human opinions. This study examines this notion, arguing that LLMs may misrepresent population-level…

计算与语言 · 计算机科学 2025-07-08 Dai Li , Linzhuo Li , Huilian Sophie Qiu

Recent advancements of large language models (LLMs) have led to claims of AI surpassing humans in natural language processing (NLP) tasks such as textual understanding and reasoning. This work investigates these assertions by introducing…

计算与语言 · 计算机科学 2024-10-10 Maharshi Gor , Hal Daumé , Tianyi Zhou , Jordan Boyd-Graber

This paper primarily demonstrates a method to quantitatively assess the alignment between multi-step, structured reasoning in large language models and human preferences. We introduce the Alignment Score, a semantic-level metric that…

人工智能 · 计算机科学 2026-04-22 Boxuan Wang , Zhuoyun Li , Xinmiao Huang , Xiaowei Huang , Yi Dong

Surveys are widely used in social sciences to understand human behavior, but their implementation often involves iterative adjustments that demand significant effort and resources. To this end, researchers have increasingly turned to large…

计算机与社会 · 计算机科学 2024-12-06 Sunwoong Kim , Jongho Jeong , Jin Soo Han , Donghyuk Shin

Adult neurodivergence, including Attention-Deficit/Hyperactivity Disorder (ADHD), high-functioning Autism Spectrum Disorder (ASD), and Cognitive Disengagement Syndrome (CDS), is marked by substantial symptom overlap that limits the…

神经元与认知 · 定量生物学 2026-01-23 Francesco Chiappone , Davide Marocco , Nicola Milano

Detecting political bias in news media is a complex task that requires interpreting subtle linguistic and contextual cues. Although recent advances in Natural Language Processing (NLP) have enabled automatic bias classification, the extent…

计算与语言 · 计算机科学 2025-11-19 Shreya Adrita Banik , Niaz Nafi Rahman , Tahsina Moiukh , Farig Sadeque

Large Language Models (LLMs) have made significant strides in the field of artificial intelligence, showcasing their ability to interact with humans and influence human cognition through information dissemination. However, recent studies…

计算与语言 · 计算机科学 2024-11-25 Qingquan Zhang , Qiqi Duan , Bo Yuan , Yuhui Shi , Jialin Liu

In recent years, AI has demonstrated remarkable capabilities in simulating human behaviors, particularly those implemented with large language models (LLMs). However, due to the lack of systematic evaluation of LLMs' simulated behaviors,…

计算与语言 · 计算机科学 2024-06-18 Yang Xiao , Yi Cheng , Jinlan Fu , Jiashuo Wang , Wenjie Li , Pengfei Liu

Large Language Models (LLMs) exhibit impressive reasoning abilities, yet their reliance on structured step-by-step processing reveals a critical limitation. In contrast, human cognition fluidly adapts between intuitive, heuristic (System 1)…

Aligning AI systems with organizational decision-making is typically framed as a single-target problem: make the model behave like the organization. We argue this framing obscures a deeper pluralistic challenge. We rely on a decision-policy…

人工智能 · 计算机科学 2026-05-26 Niklas Weller , Emilio Barkett

Whether large language models (LLMs) process language similarly to humans has been the subject of much theoretical and practical debate. We examine this question through the lens of the production-interpretation distinction found in human…

计算与语言 · 计算机科学 2025-06-04 Suet-Ying Lam , Qingcheng Zeng , Jingyi Wu , Rob Voigt

Large language models (LLMs) increasingly mimic human cognition in various language-based tasks. However, their capacity for metacognition - particularly in predicting memory performance - remains unexplored. Here, we introduce a…

计算与语言 · 计算机科学 2025-10-14 Markus Huff , Elanur Ulakçı

We test the abilities of specialised deep neural networks like PersonalityMap as well as general LLMs like GPT-4o and Claude 3 Opus in understanding human personality. Specifically, we compare their ability to predict correlations between…

计算机与社会 · 计算机科学 2024-06-13 Philipp Schoenegger , Spencer Greenberg , Alexander Grishin , Joshua Lewis , Lucius Caviola

Human-AI interactions are increasingly part of everyday life, yet the interpersonal dynamics that unfold during such exchanges remain underexplored. This study investigates how emotional alignment, semantic exploration, and linguistic…

人机交互 · 计算机科学 2025-12-22 Halfdan Nordahl Fundal , Johannes Eide Rambøll , Karsten Olsen

The observed similarities in the behavior of humans and Large Language Models (LLMs) have prompted researchers to consider the potential of using LLMs as models of human cognition. However, several significant challenges must be addressed…

人工智能 · 计算机科学 2025-05-07 Jian-Qiao Zhu , Haijiang Yan , Thomas L. Griffiths
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