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Similarity judgments provide a well-established method for accessing mental representations, with applications in psychology, neuroscience and machine learning. However, collecting similarity judgments can be prohibitively expensive for…

Machine Learning · Computer Science 2022-02-11 Raja Marjieh , Ilia Sucholutsky , Theodore R. Sumers , Nori Jacoby , Thomas L. Griffiths

Similarity is a comparative-subjective measure that varies with the domain within which it is considered. In several NLP applications such as document classification, pattern recognition, chatbot question-answering, sentiment analysis,…

Machine Learning · Computer Science 2021-11-11 Manuela Nayantara Jeyaraj , Dharshana Kasthurirathna

Open-domain dialogue agents must be able to converse about many topics while incorporating knowledge about the user into the conversation. In this work we address the acquisition of such knowledge, for personalization in downstream Web…

Computation and Language · Computer Science 2019-04-25 Anna Tigunova , Andrew Yates , Paramita Mirza , Gerhard Weikum

Recent advances in natural language processing (NLP) have produced general models that can perform complex tasks such as summarizing long passages and translating across languages. Here, we introduce a method to extract adjective…

Computation and Language · Computer Science 2022-03-07 Andrew Cutler , David M. Condon

People often share personal narratives in order to seek advice from others. To properly infer the narrator's intention, one needs to apply a certain degree of common sense and social intuition. To test the capabilities of NLP systems to…

Computation and Language · Computer Science 2019-04-04 Liye Fu , Jonathan P. Chang , Cristian Danescu-Niculescu-Mizil

Human understanding of narrative is mainly driven by reasoning about causal relations between events and thus recognizing them is a key capability for computational models of language understanding. Computational work in this area has…

Computation and Language · Computer Science 2017-09-01 Zhichao Hu , Elahe Rahimtoroghi , Marilyn A Walker

We demonstrate that large multimodal language models differ substantially from humans in the distribution of coreferential expressions in a visual storytelling task. We introduce a number of metrics to quantify the characteristics of…

Computation and Language · Computer Science 2025-06-23 Nikolai Ilinykh , Shalom Lappin , Asad Sayeed , Sharid Loáiciga

In this paper we propose a general framework for learning distributed representations of attributes: characteristics of text whose representations can be jointly learned with word embeddings. Attributes can correspond to document indicators…

Machine Learning · Computer Science 2014-06-12 Ryan Kiros , Richard S. Zemel , Ruslan Salakhutdinov

The ability to combine linguistic guidance from others with direct experience is central to human development, enabling safe and rapid learning in new environments. How do people integrate these two sources of knowledge, and how might AI…

Artificial Intelligence · Computer Science 2026-02-19 Cédric Colas , Tracey Mills , Ben Prystawski , Michael Henry Tessler , Noah Goodman , Jacob Andreas , Joshua Tenenbaum

Text-level discourse parsing aims to unmask how two sentences in the text are related to each other. We propose the task of Visual Discourse Parsing, which requires understanding discourse relations among scenes in a video. Here we use the…

Computer Vision and Pattern Recognition · Computer Science 2022-01-25 Arjun R. Akula , Song-Chun Zhu

As AI is more and more pervasive in everyday life, humans have an increasing demand to understand its behavior and decisions. Most research on explainable AI builds on the premise that there is one ideal explanation to be found. In fact,…

Computation and Language · Computer Science 2022-09-07 Henning Wachsmuth , Milad Alshomary

Since the foundational work of William Labov on the social stratification of language (Labov, 1964), linguistics has made concentrated efforts to explore the links between sociodemographic characteristics and language production and…

Computation and Language · Computer Science 2024-03-08 Amanda Cercas Curry , Giuseppe Attanasio , Zeerak Talat , Dirk Hovy

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…

Computation and Language · Computer Science 2022-12-13 Jianzhu Yao , Ziqi Liu , Jian Guan , Minlie Huang

We tackle the tasks of automatically identifying comparative sentences and categorizing the intended preference (e.g., "Python has better NLP libraries than MATLAB" => (Python, better, MATLAB). To this end, we manually annotate 7,199…

Computation and Language · Computer Science 2019-07-09 Alexander Panchenko , Alexander Bondarenko , Mirco Franzek , Matthias Hagen , Chris Biemann

Large language models (LLMs) are trained from vast repositories of text authored by millions of distinct authors, reflecting an enormous diversity of human traits. While these models bear the potential to be used as approximations of human…

Computation and Language · Computer Science 2026-05-12 Suhong Moon , Marwa Abdulhai , Minwoo Kang , Joseph Suh , Widyadewi Soedarmadji , Eran Kohen Behar , David M. Chan , John Canny

Collaborative stories, which are texts created through the collaborative efforts of multiple authors with different writing styles and intentions, pose unique challenges for NLP models. Understanding and generating such stories remains an…

Computation and Language · Computer Science 2023-05-16 Yulun Du , Lydia Chilton

Lexical alignment, where speakers start to use similar words across conversation, is known to contribute to successful communication. However, its implementation in conversational agents remains underexplored, particularly considering the…

Computation and Language · Computer Science 2025-11-05 Keara Schaaij , Roel Boumans , Tibor Bosse , Iris Hendrickx

Instead of using a single ground truth for language processing tasks, several recent studies have examined how to represent and predict the labels of the set of annotators. However, often little or no information about annotators is known,…

Computation and Language · Computer Science 2023-10-24 Joan Plepi , Béla Neuendorf , Lucie Flek , Charles Welch

Conversational breakdowns in close relationships are deeply shaped by personal histories and emotional context, yet most NLP research treats conflict detection as a general task, overlooking the relational dynamics that influence how…

Computation and Language · Computer Science 2025-08-26 Jocelyn Shen , Akhila Yerukola , Xuhui Zhou , Cynthia Breazeal , Maarten Sap , Hae Won Park

Quantifying the similarity between datasets has widespread applications in statistics and machine learning. The performance of a predictive model on novel datasets, referred to as generalizability, depends on how similar the training and…

Methodology · Statistics 2025-06-18 Marieke Stolte , Franziska Kappenberg , Jörg Rahnenführer , Andrea Bommert