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Topics in conversations depend in part on the type of interpersonal relationship between speakers, such as friendship, kinship, or romance. Identifying these relationships can provide a rich description of how individuals communicate and…

社会与信息网络 · 计算机科学 2024-04-02 Minje Choi , Ceren Budak , Daniel M. Romero , David Jurgens

The growing demand for structured knowledge has led to great interest in relation extraction, especially in cases with limited supervision. However, existing distance supervision approaches only extract relations expressed in single…

计算与语言 · 计算机科学 2017-08-16 Chris Quirk , Hoifung Poon

Many classical fairy tales, fiction, and screenplays leverage dialogue to advance story plots and establish characters. We present the first study to explore whether machines can understand and generate dialogue in stories, which requires…

计算与语言 · 计算机科学 2022-12-13 Jianzhu Yao , Ziqi Liu , Jian Guan , Minlie Huang

Models often easily learn biases present in the training data, and their predictions directly reflect this bias. We analyze gender bias in dialogue data, and examine how this bias is actually amplified in subsequent generative chit-chat…

计算与语言 · 计算机科学 2020-04-17 Emily Dinan , Angela Fan , Adina Williams , Jack Urbanek , Douwe Kiela , Jason Weston

We investigate social networks of characters found in cultural works such as novels and films. These character networks exhibit many of the properties of complex networks such as skewed degree distribution and community structure, but may…

社会与信息网络 · 计算机科学 2016-10-03 Anthony Bonato , David Ryan D'Angelo , Ethan R. Elenberg , David F. Gleich , Yangyang Hou

Neural conversational models require substantial amounts of dialogue data for their parameter estimation and are therefore usually learned on large corpora such as chat forums or movie subtitles. These corpora are, however, often…

计算与语言 · 计算机科学 2017-07-18 Pierre Lison , Serge Bibauw

Gender stereotypes are pervasive beliefs about individuals based on their gender that play a significant role in shaping societal attitudes, behaviours, and even opportunities. Recognizing the negative implications of gender stereotypes,…

计算与语言 · 计算机科学 2024-04-19 Isar Nejadgholi , Kathleen C. Fraser , Anna Kerkhof , Svetlana Kiritchenko

Recent studies have shown that generative language models often reflect and amplify societal biases in their outputs. However, these studies frequently conflate observed biases with other task-specific shortcomings, such as comprehension…

计算与语言 · 计算机科学 2024-12-17 Akshita Jha , Sanchit Kabra , Chandan K. Reddy

Stereotypes influence social perceptions and can escalate into discrimination and violence. While NLP research has extensively addressed gender bias and hate speech, stereotype detection remains an emerging field with significant societal…

计算与语言 · 计算机科学 2025-10-08 Alessandra Teresa Cignarella , Anastasia Giachanou , Els Lefever

Inferring social relations from dialogues is vital for building emotionally intelligent robots to interpret human language better and act accordingly. We model the social network as an And-or Graph, named SocAoG, for the consistency of…

计算与语言 · 计算机科学 2022-07-25 Liang Qiu , Yuan Liang , Yizhou Zhao , Pan Lu , Baolin Peng , Zhou Yu , Ying Nian Wu , Song-Chun Zhu

Recognizing relations between entities is a pivotal task of relational learning. Learning relation representations from distantly-labeled datasets is difficult because of the abundant label noise and complicated expressions in human…

计算与语言 · 计算机科学 2021-03-23 Ning Ding , Xiaobin Wang , Yao Fu , Guangwei Xu , Rui Wang , Pengjun Xie , Ying Shen , Fei Huang , Hai-Tao Zheng , Rui Zhang

Social media continues to have an impact on the trajectory of humanity. However, its introduction has also weaponized keyboards, allowing the abusive language normally reserved for in-person bullying to jump onto the screen, i.e.,…

机器学习 · 计算机科学 2024-09-20 Muhammad Arslan , Manuel Sandoval Madrigal , Mohammed Abuhamad , Deborah L. Hall , Yasin N. Silva

This paper investigates how the topical flow of dyadic conversations emerges over time and how differences in interlocutors' personality traits contribute to this topical flow. Leveraging text embeddings, we map the trajectories of $N =…

计算与语言 · 计算机科学 2024-12-31 Julia R. Fischer , Nilam Ram

Machine learning models are trained to find patterns in data. NLP models can inadvertently learn socially undesirable patterns when training on gender biased text. In this work, we propose a general framework that decomposes gender bias in…

计算与语言 · 计算机科学 2020-05-05 Emily Dinan , Angela Fan , Ledell Wu , Jason Weston , Douwe Kiela , Adina Williams

Reader reviews of literary fiction on social media, especially those in persistent, dedicated forums, create and are in turn driven by underlying narrative frameworks. In their comments about a novel, readers generally include only a subset…

Conspiracy theories can threaten society by spreading misinformation, deepening polarization, and eroding trust in democratic institutions. Social media often fuels the spread of conspiracies, primarily driven by two key actors:…

社会与信息网络 · 计算机科学 2026-02-05 Florian Kramer , Henrich R. Greve , Moritz von Zahn , Hayagreeva Rao

We introduce a video framework for modeling the association between verbal and non-verbal communication during dyadic conversation. Given the input speech of a speaker, our approach retrieves a video of a listener, who has facial…

计算机视觉与模式识别 · 计算机科学 2023-01-27 Scott Geng , Revant Teotia , Purva Tendulkar , Sachit Menon , Carl Vondrick

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…

计算与语言 · 计算机科学 2025-09-10 Donya Rooein , Vilém Zouhar , Debora Nozza , Dirk Hovy

Language models are trained on large-scale corpora that embed implicit biases documented in psychology. Valence associations (pleasantness/unpleasantness) of social groups determine the biased attitudes towards groups and concepts in social…

计算机与社会 · 计算机科学 2023-07-10 Shiva Omrani Sabbaghi , Robert Wolfe , Aylin Caliskan

Decades of social science research identified ten fundamental dimensions that provide the conceptual building blocks to describe the nature of human relationships. Yet, it is not clear to what extent these concepts are expressed in everyday…

计算机与社会 · 计算机科学 2020-01-28 Minje Choi , Luca Maria Aiello , Krisztian Zsolt Varga , Daniele Quercia