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We study narrative coherence in visually grounded stories by comparing human-written narratives with those generated by vision-language models (VLMs) on the Visual Writing Prompts corpus. Using a set of metrics that capture different…

Computation and Language · Computer Science 2026-03-27 Nikolai Ilinykh , Hyewon Jang , Shalom Lappin , Asad Sayeed , Sharid Loáiciga

Establishing stable mappings between natural language expressions and visual percepts is a foundational problem for both cognitive science and artificial intelligence. Humans routinely ground linguistic reference in noisy, ambiguous…

Artificial Intelligence · Computer Science 2026-02-24 Joseph Bingham

A model for reference use in communication is proposed, from a representationist point of view. Both the sender and the receiver of a message handle representations of their common environment, including mental representations of objects.…

Computation and Language · Computer Science 2007-05-23 Andrei Popescu-Belis , Isabelle Robba , Gerard Sabah

Multimodal referring segmentation aims to segment target objects in visual scenes, such as images, videos, and 3D scenes, based on referring expressions in text or audio format. This task plays a crucial role in practical applications…

Computer Vision and Pattern Recognition · Computer Science 2025-08-06 Henghui Ding , Song Tang , Shuting He , Chang Liu , Zuxuan Wu , Yu-Gang Jiang

We analyse coreference phenomena in three neural machine translation systems trained with different data settings with or without access to explicit intra- and cross-sentential anaphoric information. We compare system performance on two…

Computation and Language · Computer Science 2019-11-05 Ekaterina Lapshinova-Koltunski , Cristina España-Bonet , Josef van Genabith

Characters are important in narratives. They move the plot forward, create emotional connections, and embody the story's themes. Visual storytelling methods focus more on the plot and events relating to it, without building the narrative…

Computation and Language · Computer Science 2025-03-04 Danyang Liu , Mirella Lapata , Frank Keller

In face-to-face interaction, we use multiple modalities, including speech and gestures, to communicate information and resolve references to objects. However, how representational co-speech gestures refer to objects remains understudied…

Computer Vision and Pattern Recognition · Computer Science 2025-07-01 Esam Ghaleb , Bulat Khaertdinov , Aslı Özyürek , Raquel Fernández

One of the most basic functions of language is to refer to objects in a shared scene. Modeling reference with continuous representations is challenging because it requires individuation, i.e., tracking and distinguishing an arbitrary number…

Computation and Language · Computer Science 2019-11-18 Gemma Boleda , Sebastian Padó , Marco Baroni

Multimodal reference resolution, including phrase grounding, aims to understand the semantic relations between mentions and real-world objects. Phrase grounding between images and their captions is a well-established task. In contrast, for…

Computation and Language · Computer Science 2025-06-03 Shun Inadumi , Nobuhiro Ueda , Koichiro Yoshino

Visual dialog is a vision-language task where an agent needs to answer a series of questions grounded in an image based on the understanding of the dialog history and the image. The occurrences of coreference relations in the dialog makes…

Computer Vision and Pattern Recognition · Computer Science 2022-03-08 Mingxiao Li , Marie-Francine Moens

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

Machine comprehension of texts longer than a single sentence often requires coreference resolution. However, most current reading comprehension benchmarks do not contain complex coreferential phenomena and hence fail to evaluate the ability…

Computation and Language · Computer Science 2019-09-06 Pradeep Dasigi , Nelson F. Liu , Ana Marasović , Noah A. Smith , Matt Gardner

When captioning an image, people describe objects in diverse ways, such as by using different terms and/or including details that are perceptually noteworthy to them. Descriptions can be especially unique across languages and cultures.…

Computer Vision and Pattern Recognition · Computer Science 2025-11-12 Kyle Buettner , Jacob T. Emmerson , Adriana Kovashka

In this paper, we present an analysis of computationally generated mixed-modality definite referring expressions using combinations of gesture and linguistic descriptions. In doing so, we expose some striking formal semantic properties of…

Computation and Language · Computer Science 2020-03-18 Nikhil Krishnaswamy , James Pustejovsky

A common assumption in Computational Linguistics is that text representations learnt by multimodal models are richer and more human-like than those by language-only models, as they are grounded in images or audio -- similar to how human…

Computation and Language · Computer Science 2025-06-17 Anna Bavaresco , Raquel Fernández

A major challenge in visually grounded language generation is to build robust benchmark datasets and models that can generalize well in real-world settings. To do this, it is critical to ensure that our evaluation protocols are correct, and…

Computation and Language · Computer Science 2020-10-09 Wanrong Zhu , Xin Eric Wang , Pradyumna Narayana , Kazoo Sone , Sugato Basu , William Yang Wang

It is often posited that more predictable parts of a speaker's meaning tend to be made less explicit, for instance using shorter, less informative words. Studying these dynamics in the domain of referring expressions has proven difficult,…

Computation and Language · Computer Science 2021-09-28 Laura Aina , Xixian Liao , Gemma Boleda , Matthijs Westera

Social media is daily creating massive multimedia content with paired image and text, presenting the pressing need to automate the vision and language understanding for various multimodal classification tasks. Compared to the commonly…

Computation and Language · Computer Science 2023-03-28 Chunpu Xu , Jing Li

Collaboration between human and robot requires effective modes of communication to assign robot tasks and coordinate activities. As communication can utilize different modalities, a multi-modal approach can be more expressive than single…

Robotics · Computer Science 2023-12-01 A. Ekrekli , A. Angleraud , G. Sharma , R. Pieters

Coreference resolution aims to identify words and phrases which refer to same entity in a text, a core task in natural language processing. In this paper, we extend this task to resolving coreferences in long-form narrations of visual…

Computer Vision and Pattern Recognition · Computer Science 2023-03-20 Arushi Goel , Basura Fernando , Frank Keller , Hakan Bilen
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