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Interaction and cooperation with humans are overarching aspirations of artificial intelligence (AI) research. Recent studies demonstrate that AI agents trained with deep reinforcement learning are capable of collaborating with humans. These…

Human-Computer Interaction · Computer Science 2024-05-10 Kevin R. McKee , Xuechunzi Bai , Susan T. Fiske

Mainstream film is one of the richest sources of cultural content that AI systems learn from. Yet we have few tools for measuring the gender values it encodes. We present a proof-of-concept framework that turns fictional film characters…

Human-Computer Interaction · Computer Science 2026-05-22 Vivienne Bihe Chi , Reyhan Jamalova , Lyle Ungar , Sharath Chandra Guntuku

This paper explores the effectiveness of using large language models (LLMs) for personalized movie recommendations from users' perspectives in an online field experiment. Our study involves a combination of between-subject prompt and…

Information Retrieval · Computer Science 2024-05-01 Ruixuan Sun , Xinyi Li , Avinash Akella , Joseph A. Konstan

While many different aspects of human experiences have been studied by the NLP community, none has captured its full richness. We propose a new task to capture this richness based on an unlikely setting: movie characters. We sought to…

Computation and Language · Computer Science 2021-05-13 Zhilin Wang , Weizhe Lin , Xiaodong Wu

With large language models (LLMs) becoming increasingly prevalent in daily life, so too has the tendency to attribute to them human-like minds and emotions, or anthropomorphize them. Here, we investigate dimensions people use to…

Large language models enable unscripted conversations while maintaining a consistent personality. One desirable personality trait in cooperative partners, known to improve task performance, is agreeableness. To explore the impact of large…

Human-Computer Interaction · Computer Science 2025-12-09 Dennis Becker , Kyra Ahrens , Connor Gäde , Erik Strahl , Stefan Wermter

As large language models (LLMs) enter the mainstream, aligning them to foster constructive dialogue rather than exacerbate societal divisions is critical. Using an individualized and multicultural alignment dataset of over 7,500…

Human-Computer Interaction · Computer Science 2025-03-24 Yara Kyrychenko , Jon Roozenbeek , Brandon Davidson , Sander van der Linden , Ramit Debnath

We use generative agents powered by large language models (LLMs) to simulate a social network in a shared residential building, driving the temperature decisions for a central heating system. Agents, divided into Family Members and…

Social and Information Networks · Computer Science 2025-07-15 Ann Nedime Nese Rende , Tolga Yilmaz , Özgür Ulusoy

LLM_annotate is a Python package for analyzing the personality of fiction characters with large language models. It standardizes workflows for annotating character behaviors in full texts (e.g., books and movie scripts), inferring character…

Computation and Language · Computer Science 2026-01-08 Hannes Rosenbusch

Can out-of-the-box pretrained Large Language Models (LLMs) detect human affect successfully when observing a video? To address this question, for the first time, we evaluate comprehensively the capacity of popular LLMs for successfully…

Computer Vision and Pattern Recognition · Computer Science 2026-01-30 David Melhart , Matthew Barthet , Georgios N. Yannakakis

Emotions exert an immense influence over human behavior and cognition in both commonplace and high-stress tasks. Discussions of whether or how to integrate large language models (LLMs) into everyday life (e.g., acting as proxies for, or…

Artificial Intelligence · Computer Science 2025-08-21 Mattson Ogg , Chace Ashcraft , Ritwik Bose , Raphael Norman-Tenazas , Michael Wolmetz

The spread of media bias is a significant concern as political discourse shapes beliefs and opinions. Addressing this challenge computationally requires improved methods for interpreting news. While large language models (LLMs) can scale…

Human-Computer Interaction · Computer Science 2026-02-24 Qile Wang , Prerana Khatiwada , Avinash Chouhan , Ashrey Mahesh , Joy Mwaria , Duy Duc Tran , Kenneth E. Barner , Matthew Louis Mauriello

Stories play a pivotal role in human communication, shaping beliefs and morals, particularly in children. As parents increasingly rely on large language models (LLMs) to craft bedtime stories, the presence of cultural and gender stereotypes…

Computation and Language · Computer Science 2025-09-10 Donya Rooein , Vilém Zouhar , Debora Nozza , Dirk Hovy

The movie recommender system typically leverages user feedback to provide personalized recommendations that align with user preferences and increase business revenue. This study investigates the impact of gender stereotypes on such systems…

Information Retrieval · Computer Science 2025-01-09 Falguni Roy , Yiduo Shen , Na Zhao , Xiaofeng Ding , Md. Omar Faruk

Large Language Models (LLMs) enable new possibilities for qualitative research at scale, including annotation and qualitative coding of educational data. While LLM-based multi-agent systems (MAS) can emulate human coding workflows, their…

Computation and Language · Computer Science 2026-05-12 Conrad Borchers , Bahar Shahrokhian , Francesco Balzan , Elham Tajik , Sreecharan Sankaranarayanan , Sebastian Simon

We present a dataset of manually annotated relationships between characters in literary texts, in order to support the training and evaluation of automatic methods for relation type prediction in this domain (Makazhanov et al., 2014;…

Computation and Language · Computer Science 2015-12-03 Philip Massey , Patrick Xia , David Bamman , Noah A. Smith

Large language models (LLMs) are applied to all sorts of creative tasks, and their outputs vary from beautiful, to peculiar, to pastiche, into plain plagiarism. The temperature parameter of an LLM regulates the amount of randomness, leading…

Computation and Language · Computer Science 2024-05-02 Max Peeperkorn , Tom Kouwenhoven , Dan Brown , Anna Jordanous

Warmth and competence represent the fundamental traits in social judgment that determine emotional reactions and behavioral intentions towards social targets. This research investigates whether an algorithm can learn visual representations…

Computer Vision and Pattern Recognition · Computer Science 2019-07-02 U. Messer , S. Fausser

This study introduces a taxonomy of stereotype content in contemporary large language models (LLMs). We prompt ChatGPT 3.5, Llama 3, and Mixtral 8x7B, three powerful and widely used LLMs, for the characteristics associated with 87 social…

Computers and Society · Computer Science 2024-08-02 Gandalf Nicolas , Aylin Caliskan

An NLP model that understands stories should be able to understand the characters in them. To support the development of neural models for this purpose, we construct a benchmark, Story2Personality. The task is to predict a movie character's…

Artificial Intelligence · Computer Science 2022-10-21 Yisi Sang , Xiangyang Mou , Mo Yu , Dakuo Wang , Jing Li , Jeffrey Stanton
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