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When solving decision-making tasks, humans typically depend on information from two key sources: (1) Historical policy data, which provides interaction replay from the environment, and (2) Analytical insights in natural language form,…

机器学习 · 计算机科学 2023-12-22 Xidong Feng , Yicheng Luo , Ziyan Wang , Hongrui Tang , Mengyue Yang , Kun Shao , David Mguni , Yali Du , Jun Wang

The ability to transmit and receive complex information via language is unique to humans and is the basis of traditions, culture and versatile social interactions. Through the disruptive introduction of transformer based large language…

计算与语言 · 计算机科学 2024-05-06 Patrick Krauss , Jannik Hösch , Claus Metzner , Andreas Maier , Peter Uhrig , Achim Schilling

End-to-end neural approaches are becoming increasingly common in conversational scenarios due to their promising performances when provided with sufficient amount of data. In this paper, we present a novel methodology to address the…

计算与语言 · 计算机科学 2019-10-17 Sourabh Majumdar , Serra Sinem Tekiroglu , Marco Guerini

Game theory, as an analytical tool, is frequently utilized to analyze human behavior in social science research. With the high alignment between the behavior of Large Language Models (LLMs) and humans, a promising research direction is to…

人工智能 · 计算机科学 2023-12-13 Caoyun Fan , Jindou Chen , Yaohui Jin , Hao He

We introduce an approach to evaluate language model (LM) agency using negotiation games. This approach better reflects real-world use cases and addresses some of the shortcomings of alternative LM benchmarks. Negotiation games enable us to…

Large language models (LLMs) have been extensively used as the backbones for general-purpose agents, and some economics literature suggest that LLMs are capable of playing various types of economics games. Following these works, to overcome…

计算机科学与博弈论 · 计算机科学 2024-01-04 Shangmin Guo , Haoran Bu , Haochuan Wang , Yi Ren , Dianbo Sui , Yuming Shang , Siting Lu

Performance of NLP systems is typically evaluated by collecting a large-scale dataset by means of crowd-sourcing to train a data-driven model and evaluate it on a held-out portion of the data. This approach has been shown to suffer from…

计算与语言 · 计算机科学 2024-08-12 Viktor Schlegel , Goran Nenadic , Riza Batista-Navarro

The importance of recommender systems on the web has grown, especially in the movie industry, with a vast selection of options to watch. To assist users in traversing available items and finding relevant results, recommender systems analyze…

信息检索 · 计算机科学 2025-07-30 Ali Fallahi , Azam Bastanfard , Amineh Amini , Hadi Saboohi

Recent advances in Large Language Models (LLMs) have spurred interest in designing LLM-based agents for tasks that involve interaction with human and artificial agents. This paper addresses a key aspect in the design of such agents:…

机器学习 · 计算机科学 2025-10-28 Eilam Shapira , Omer Madmon , Reut Apel , Moshe Tennenholtz , Roi Reichart

Large language models (LLMs) such as ChatGPT and GPT-4 have recently demonstrated their remarkable abilities of communicating with human users. In this technical report, we take an initiative to investigate their capacities of playing text…

计算与语言 · 计算机科学 2025-04-01 Chen Feng Tsai , Xiaochen Zhou , Sierra S. Liu , Jing Li , Mo Yu , Hongyuan Mei

By formally defining the training processes of large language models (LLMs), which usually encompasses pre-training, supervised fine-tuning, and reinforcement learning with human feedback, within a single and unified machine learning…

计算与语言 · 计算机科学 2024-02-14 Yang Liu , Peng Sun , Hang Li

We designed and built a game called \textit{Immersive Text Game}, which allows the player to choose a story and a character, and interact with other characters in the story in an immersive manner of dialogues. The game is based on several…

计算与语言 · 计算机科学 2022-03-22 Wanshui Li , Yifan Bai , Jiaxuan Lu , Kexin Yi

It is challenging to control the quality of online information due to the lack of supervision over all the information posted online. Manual checking is almost impossible given the vast number of posts made on online media and how quickly…

计算与语言 · 计算机科学 2022-03-16 Rini Anggrainingsih , Ghulam Mubashar Hassan , Amitava Datta

A wide range of real-world applications is characterized by their symbolic nature, necessitating a strong capability for symbolic reasoning. This paper investigates the potential application of Large Language Models (LLMs) as symbolic…

计算与语言 · 计算机科学 2024-01-18 Meng Fang , Shilong Deng , Yudi Zhang , Zijing Shi , Ling Chen , Mykola Pechenizkiy , Jun Wang

Game theory has long served as a foundational tool in cybersecurity to test, predict, and design strategic interactions between attackers and defenders. The recent advent of Large Language Models (LLMs) offers new tools and challenges for…

密码学与安全 · 计算机科学 2026-02-19 Daniele Proverbio , Alessio Buscemi , Alessandro Di Stefano , The Anh Han , German Castignani , Pietro Liò

Large Language Models (LLMs) have shown proficiency in generating persuasive dialogue, yet concerns about the fluency and sophistication of their outputs persist. This paper presents a multi-LLM communication framework designed to enhance…

Many videogames suffer "review bombing" -a large volume of unusually low scores that in many cases do not reflect the real quality of the product- when rated by users. By taking Metacritic's 50,000+ user score aggregations for PC games in…

计算与语言 · 计算机科学 2024-05-13 Javier Coronado-Blázquez

Neural networks provide new possibilities to automatically learn complex language patterns and query-document relations. Neural IR models have achieved promising results in learning query-document relevance patterns, but few explorations…

信息检索 · 计算机科学 2019-05-23 Zhuyun Dai , Jamie Callan

Natural and idiomatic expressions are essential for fluent, everyday communication, yet many second-language learners struggle to acquire and spontaneously use casual slang despite strong formal proficiency. To address this gap, we designed…

人机交互 · 计算机科学 2026-04-13 Amir Tahmasbi , Milad Esrafilian , Judson Wright , Sooyeon Jeong , Aniket Bera

Mathematical models of interactions among rational agents have long been studied in game theory. However these interactions are often over a small set of discrete game actions which is very different from how humans communicate in natural…

计算与语言 · 计算机科学 2024-12-17 Ian Gemp , Roma Patel , Yoram Bachrach , Marc Lanctot , Vibhavari Dasagi , Luke Marris , Georgios Piliouras , Siqi Liu , Karl Tuyls