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Given a specific discourse, which discourse properties trigger the use of metaphorical language, rather than using literal alternatives? For example, what drives people to say "grasp the meaning" rather than "understand the meaning" within…

Computation and Language · Computer Science 2022-05-24 Prisca Piccirilli , Sabine Schulte im Walde

Research on metaphorical language has shown ties between abstractness and emotionality with regard to metaphoricity; prior work is however limited to the word and sentence levels, and up to date there is no empirical study establishing the…

Computation and Language · Computer Science 2022-05-19 Prisca Piccirilli , Sabine Schulte im Walde

Visual metaphors are powerful rhetorical devices used to persuade or communicate creative ideas through images. Similar to linguistic metaphors, they convey meaning implicitly through symbolism and juxtaposition of the symbols. We propose a…

Computation and Language · Computer Science 2023-07-17 Tuhin Chakrabarty , Arkadiy Saakyan , Olivia Winn , Artemis Panagopoulou , Yue Yang , Marianna Apidianaki , Smaranda Muresan

Metaphors are everywhere. They appear extensively across all domains of natural language, from the most sophisticated poetry to seemingly dry academic prose. A significant body of research in the cognitive science of language argues for the…

Computation and Language · Computer Science 2024-10-14 Rebecca M. M. Hicke , Ross Deans Kristensen-McLachlan

There are several linguistic claims about situations where words are more likely to be used as metaphors. However, few studies have sought to verify such claims with large corpora. This study entails a large-scale, corpus-based analysis of…

Computation and Language · Computer Science 2024-04-02 Kotaro Aono , Ryohei Sasano , Koichi Takeda

Metonymy and metaphor often co-occur in natural language, yet computational work has studied them largely in isolation. We introduce a framework that transforms a literal sentence into three figurative variants: metonymic, metaphoric, and…

Computation and Language · Computer Science 2026-04-21 Saptarshi Ghosh , Tianyu Jiang

This paper presents a comprehensive evaluation of the capabilities of Large Language Models (LLMs) in metaphor interpretation across multiple datasets, tasks, and prompt configurations. Although metaphor processing has gained significant…

Computation and Language · Computer Science 2025-07-22 Elisa Sanchez-Bayona , Rodrigo Agerri

Metaphor analysis is a complex linguistic phenomenon shaped by context and external factors. While Large Language Models (LLMs) demonstrate advanced capabilities in knowledge integration, contextual reasoning, and creative generation, their…

Computation and Language · Computer Science 2025-10-07 Fengying Ye , Shanshan Wang , Lidia S. Chao , Derek F. Wong

Figurative language is a challenge for language models since its interpretation is based on the use of words in a way that deviates from their conventional order and meaning. Yet, humans can easily understand and interpret metaphors,…

Computation and Language · Computer Science 2023-06-16 Philipp Wicke

Identifying the relations that exist between words (or entities) is important for various natural language processing tasks such as, relational search, noun-modifier classification and analogy detection. A popular approach to represent the…

Computation and Language · Computer Science 2017-09-06 Huda Hakami , Danushka Bollegala

State-of-the-art approaches for metaphor detection compare their literal - or core - meaning and their contextual meaning using metaphor classifiers based on neural networks. However, metaphorical expressions evolve over time due to various…

Computation and Language · Computer Science 2022-05-02 Giorgio Ottolina , Matteo Palmonari , Mehwish Alam , Manuel Vimercati

Idiomatic expressions are an integral part of human languages, often used to express complex ideas in compressed or conventional ways (e.g. eager beaver as a keen and enthusiastic person). However, their interpretations may not be…

Computation and Language · Computer Science 2024-11-06 Wei He , Tiago Kramer Vieira , Marcos Garcia , Carolina Scarton , Marco Idiart , Aline Villavicencio

Figurative language is ubiquitous in English. Yet, the vast majority of NLP research focuses on literal language. Existing text representations by design rely on compositionality, while figurative language is often non-compositional. In…

Computation and Language · Computer Science 2022-03-03 Tuhin Chakrabarty , Yejin Choi , Vered Shwartz

Metaphors are a distinctive feature of literary language, yet they remain less studied experimentally than everyday metaphors. Moreover, previous psycholinguistic and computational approaches overlooked the temporal dimension, although many…

Computation and Language · Computer Science 2026-02-17 Veronica Mangiaterra , Chiara Barattieri di San Pietro , Paolo Canal , Valentina Bambini

Metaphors are proven to have stronger emotional impact than literal expressions. Although this conclusion is shown to be promising in benefiting various NLP applications, the reasons behind this phenomenon are not well studied. This paper…

Computation and Language · Computer Science 2023-01-31 Yucheng Li , Frank Guerin , Chenghua Lin

We introduce a new dataset for joint reasoning about natural language and images, with a focus on semantic diversity, compositionality, and visual reasoning challenges. The data contains 107,292 examples of English sentences paired with web…

Computation and Language · Computer Science 2019-07-23 Alane Suhr , Stephanie Zhou , Ally Zhang , Iris Zhang , Huajun Bai , Yoav Artzi

Every culture and language is unique. Our work expressly focuses on the uniqueness of culture and language in relation to human affect, specifically sentiment and emotion semantics, and how they manifest in social multimedia. We develop…

Multimedia · Computer Science 2015-10-08 Brendan Jou , Tao Chen , Nikolaos Pappas , Miriam Redi , Mercan Topkara , Shih-Fu Chang

The impact of culture in visual emotion perception has recently captured the attention of multimedia research. In this study, we pro- vide powerful computational linguistics tools to explore, retrieve and browse a dataset of 16K…

Computation and Language · Computer Science 2016-06-09 Nikolaos Pappas , Miriam Redi , Mercan Topkara , Brendan Jou , Hongyi Liu , Tao Chen , Shih-Fu Chang

Computer vision often treats human perception as homogeneous: an implicit assumption that visual stimuli are perceived similarly by everyone. This assumption is reflected in the way researchers collect datasets and train vision models. By…

Computer Vision and Pattern Recognition · Computer Science 2025-05-13 Andre Ye , Sebastin Santy , Jena D. Hwang , Amy X. Zhang , Ranjay Krishna

Large Vision-Language Models (VLMs) have demonstrated strong capabilities in tasks requiring a fine-grained understanding of literal meaning in images and text, such as visual question-answering or visual entailment. However, there has been…

Computation and Language · Computer Science 2025-02-18 Arkadiy Saakyan , Shreyas Kulkarni , Tuhin Chakrabarty , Smaranda Muresan
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