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For a long time, humanity has pursued artificial intelligence (AI) equivalent to or surpassing the human level, with AI agents considered a promising vehicle for this pursuit. AI agents are artificial entities that sense their environment,…

As Natural Language Processing (NLP) systems are increasingly employed in intricate social environments, a pressing query emerges: Can these NLP systems mirror human-esque collaborative intelligence, in a multi-agent society consisting of…

计算与语言 · 计算机科学 2024-05-28 Jintian Zhang , Xin Xu , Ningyu Zhang , Ruibo Liu , Bryan Hooi , Shumin Deng

Commonsense knowledge, a major constituent of artificial intelligence (AI), is primarily evaluated in practice by human-prescribed ground-truth labels. An important, albeit implicit, assumption of these labels is that they accurately…

人工智能 · 计算机科学 2026-01-23 Tuan Dung Nguyen , Duncan J. Watts , Mark E. Whiting

Large Language Models (LLMs) are capable of displaying a wide range of abilities that are not directly connected with the task for which they are trained: predicting the next words of human-written texts. In this article, I review recent…

人工智能 · 计算机科学 2023-12-19 Stefano Nolfi

Large Language Models (LLMs) have recently displayed their extraordinary capabilities in language understanding. However, how to comprehensively assess the sentiment capabilities of LLMs continues to be a challenge. This paper investigates…

计算与语言 · 计算机科学 2025-02-17 Yang Liu , Xichou Zhu , Zhou Shen , Yi Liu , Min Li , Yujun Chen , Benzi John , Zhenzhen Ma , Tao Hu , Zhi Li , Zhiyang Xu , Wei Luo , Junhui Wang

Game-theoretic scenarios have become pivotal in evaluating the social intelligence of Large Language Model (LLM)-based social agents. While numerous studies have explored these agents in such settings, there is a lack of a comprehensive…

计算与语言 · 计算机科学 2025-07-22 Xiachong Feng , Longxu Dou , Ella Li , Qinghao Wang , Haochuan Wang , Yu Guo , Chang Ma , Lingpeng Kong

Large language models (LLMs) are increasingly evaluated in interactive environments to test their social intelligence. However, existing benchmarks often assume idealized communication between agents, limiting our ability to diagnose…

人工智能 · 计算机科学 2026-02-06 Keyang Xuan , Pengda Wang , Chongrui Ye , Haofei Yu , Tal August , Jiaxuan You

The ability of Large Language Models (LLMs) to mimic human behavior triggered a plethora of computational social science research, assuming that empirical studies of humans can be conducted with AI agents instead. Since there have been…

计算与语言 · 计算机科学 2025-10-21 Simon Münker , Nils Schwager , Achim Rettinger

Large Language Models (LLMs) have emerged as powerful tools in various research domains. This article examines their potential through a literature review and firsthand experimentation. While LLMs offer benefits like cost-effectiveness and…

人机交互 · 计算机科学 2024-04-10 M. Namvarpour , A. Razi

People are increasingly using technologies equipped with large language models (LLM) to write texts for formal communication, which raises two important questions at the intersection of technology and society: Who do LLMs write like (model…

计算与语言 · 计算机科学 2026-01-23 Jinsook Lee , AJ Alvero , Thorsten Joachims , René Kizilcec

Large Language Models (LLMs) have emerged as highly capable systems and are increasingly being integrated into various uses. However, the rapid pace of their deployment has outpaced a comprehensive understanding of their internal mechanisms…

计算与语言 · 计算机科学 2025-10-27 Gabriele Prato , Jerry Huang , Prasanna Parthasarathi , Shagun Sodhani , Sarath Chandar

The escalating debate on AI's capabilities warrants developing reliable metrics to assess machine "intelligence". Recently, many anecdotal examples were used to suggest that newer large language models (LLMs) like ChatGPT and GPT-4 exhibit…

计算与语言 · 计算机科学 2023-05-25 Natalie Shapira , Mosh Levy , Seyed Hossein Alavi , Xuhui Zhou , Yejin Choi , Yoav Goldberg , Maarten Sap , Vered Shwartz

Large language models have become increasingly common, used by millions of people worldwide in both professional and personal contexts. As these models continue to advance, they are frequently serving as virtual assistants and companions.…

计算与语言 · 计算机科学 2025-08-13 Victoria Williams , Benjamin Rosman

Intelligent agents powered by large language models (LLMs) have recently demonstrated impressive capabilities and gained increasing popularity on social media platforms. While LLM agents are reshaping the ecology of social media, there…

社会与信息网络 · 计算机科学 2025-12-18 Dizhan Xue , Jing Cui , Shengsheng Qian , Chuanrui Hu , Changsheng Xu

Social cognitive theory explains how people learn and acquire knowledge through observing others. Recent years have witnessed the rapid development of large language models (LLMs), which suggests their potential significance as agents in…

计算与语言 · 计算机科学 2023-10-23 Ning Bian , Hongyu Lin , Peilin Liu , Yaojie Lu , Chunkang Zhang , Ben He , Xianpei Han , Le Sun

Social learning plays an important role in the development of human intelligence. As children, we imitate our parents' speech patterns until we are able to produce sounds; we learn from them praising us and scolding us; and as adults, we…

机器学习 · 计算机科学 2024-08-06 Dylan Hillier , Cheston Tan , Jing Jiang

Do large language models (LLMs) exhibit any forms of awareness similar to humans? In this paper, we introduce AwareBench, a benchmark designed to evaluate awareness in LLMs. Drawing from theories in psychology and philosophy, we define…

计算与语言 · 计算机科学 2024-02-19 Yuan Li , Yue Huang , Yuli Lin , Siyuan Wu , Yao Wan , Lichao Sun

Reasoning is a fundamental aspect of human intelligence that plays a crucial role in activities such as problem solving, decision making, and critical thinking. In recent years, large language models (LLMs) have made significant progress in…

计算与语言 · 计算机科学 2023-05-29 Jie Huang , Kevin Chen-Chuan Chang

As large language models (LLMs) are increasingly applied in social contexts such as emotional companionship and customer service, measuring their social intelligence has become critical to the quality and safety of human-AI interaction.…

State of the art large language models (LLMs) have shown impressive performance on a variety of benchmark tasks and are increasingly used as components in larger applications, where LLM-based predictions serve as proxies for human…

计算与语言 · 计算机科学 2024-06-14 Michael Franke , Polina Tsvilodub , Fausto Carcassi