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Metaphors are part of everyday language and shape the way in which we conceptualize the world. Moreover, they play a multifaceted role in communication, making their understanding and generation a challenging task for language models (LMs).…

计算与语言 · 计算机科学 2024-07-08 Gianluca Michelli , Xiaoyu Tong , Ekaterina Shutova

Game-playing ability serves as an indicator for evaluating the strategic reasoning capability of large language models (LLMs). While most existing studies rely on utility performance metrics, which are not robust enough due to variations in…

人工智能 · 计算机科学 2025-08-19 Hongtao Liu , Zhicheng Du , Zihe Wang , Weiran Shen

Collaborative problem solving and learning are shaped by who or what is on the team. As large language models (LLMs) increasingly function as collaborators rather than tools, a key question is whether AI teammates can be aligned to express…

人机交互 · 计算机科学 2026-03-03 Mohammad Amin Samadi , Nia Nixon

Recently, Large Language Models (LLMs) have demonstrated a superior ability to serve as ranking models. However, concerns have arisen as LLMs will exhibit discriminatory ranking behaviors based on users' sensitive attributes (\eg gender).…

信息检索 · 计算机科学 2024-09-26 Chen Xu , Wenjie Wang , Yuxin Li , Liang Pang , Jun Xu , Tat-Seng Chua

In recent years, Large Language Models (LLMs) have become increasingly more powerful in their ability to complete complex tasks. One such task in which LLMs are often employed is scoring, i.e., assigning a numerical value from a certain…

计算与语言 · 计算机科学 2024-12-31 Henry J. Xie , Jinghan Zhang , Xinhao Zhang , Kunpeng Liu

Multi-turn conversation has emerged as a predominant interaction paradigm for Large Language Models (LLMs). Users often employ follow-up questions to refine their intent, expecting LLMs to adapt dynamically. However, recent research reveals…

计算与语言 · 计算机科学 2026-02-10 Geng Liu , Fei Zhu , Rong Feng , Changyi Ma , Shiqi Wang , Gaofeng Meng

Large language models (LLMs) are increasingly deployed to support human decision-making. This use of LLMs has concerning implications, especially when their prescriptions affect the welfare of others. To gauge how LLMs make social…

计算机与社会 · 计算机科学 2026-01-16 Saptarshi Pal , Abhishek Mallela , Christian Hilbe , Lenz Pracher , Chiyu Wei , Feng Fu , Santiago Schnell , Martin A Nowak

The social science of large language models (LLMs) examines how these systems evoke mind attributions, interact with one another, and transform human activity and institutions. We conducted a systematic review of 270 studies, combining text…

人工智能 · 计算机科学 2025-10-28 Xiao Jia , Zhanzhan Zhao

Large language models (LLMs) have demonstrated substantial commonsense understanding through numerous benchmark evaluations. However, their understanding of cultural commonsense remains largely unexamined. In this paper, we conduct a…

计算与语言 · 计算机科学 2024-05-09 Siqi Shen , Lajanugen Logeswaran , Moontae Lee , Honglak Lee , Soujanya Poria , Rada Mihalcea

Large Language models are revolutionizing the conversational recommender systems through their impressive capabilities in instruction comprehension, reasoning, and human interaction. A core factor underlying effective recommendation…

人工智能 · 计算机科学 2025-12-01 Mengfan Li , Xuanhua Shi , Yang Deng

Strategic coordination between autonomous agents and human partners under incomplete information can be modeled as turn-based cooperative games. We extend a turn-based game under incomplete information, the shared-control game, to allow…

人工智能 · 计算机科学 2025-02-19 Shenghui Chen , Ruihan Zhao , Sandeep Chinchali , Ufuk Topcu

Reliable simulation of human behavior is essential for explaining, predicting, and intervening in our society. Recent advances in large language models (LLMs) have shown promise in emulating human behaviors, interactions, and…

计算与语言 · 计算机科学 2025-10-27 Ning Bian , Xianpei Han , Hongyu Lin , Baolei Wu , Jun Wang

Large language models (LLMs) are currently at the forefront of intertwining AI systems with human communication and everyday life. Therefore, it is of great importance to evaluate their emerging abilities. In this study, we show that LLMs,…

计算与语言 · 计算机科学 2023-10-10 Thilo Hagendorff , Sarah Fabi

As multimodal large models (MLLMs) continue to advance across challenging tasks, a key question emerges: What essential capabilities are still missing? A critical aspect of human learning is continuous interaction with the environment --…

The current cycle of hype and anxiety concerning the benefits and risks to human society of Artificial Intelligence is fuelled, not only by the increasing use of generative AI and other AI tools by the general public, but also by claims…

人机交互 · 计算机科学 2025-01-30 Sharon Temtsin , Diane Proudfoot , David Kaber , Christoph Bartneck

Large language models (LLMs) have recently shown impressive performance on tasks involving reasoning, leading to a lively debate on whether these models possess reasoning capabilities similar to humans. However, despite these successes, the…

计算与语言 · 计算机科学 2024-08-07 Philipp Mondorf , Barbara Plank

Modern Large Language Models (LLMs) exhibit impressive zero-shot and few-shot generalization capabilities across complex natural language tasks, enabling their widespread use as virtual assistants for diverse applications such as…

计算与语言 · 计算机科学 2025-06-19 Arjun Vaithilingam Sudhakar

Formal models of games help us account for and predict behavior, leading to more robust and innovative designs. While the games research community has proposed many formalisms for both the "game half" (game models, game description…

编程语言 · 计算机科学 2017-03-17 Chris Martens , Matthew A. Hammer

Large language models (LLMs) are essential tools that users employ across various scenarios, so evaluating their performance and guiding users in selecting the suitable service is important. Although many benchmarks exist, they mainly focus…

计算与语言 · 计算机科学 2024-09-23 Jiayin Wang , Fengran Mo , Weizhi Ma , Peijie Sun , Min Zhang , Jian-Yun Nie

Querying, conversing, and controlling search and information-seeking interfaces using natural language are fast becoming ubiquitous with the rise and adoption of large-language models (LLM). In this position paper, we describe a generic…

信息检索 · 计算机科学 2023-06-29 Avishek Anand , Venktesh V , Abhijit Anand , Vinay Setty