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Visual storytelling is the task of generating stories based on a sequence of images. Inspired by the recent works in neural generation focusing on controlling the form of text, this paper explores the idea of generating these stories in…

Computation and Language · Computer Science 2019-06-18 Shrimai Prabhumoye , Khyathi Raghavi Chandu , Ruslan Salakhutdinov , Alan W Black

Many genres of natural language text are narratively structured, a testament to our predilection for organizing our experiences as narratives. There is broad consensus that understanding a narrative requires identifying and tracking the…

Artificial Intelligence · Computer Science 2017-08-31 Elahe Rahimtoroghi , Jiaqi Wu , Ruimin Wang , Pranav Anand , Marilyn A Walker

Recent advancements in NLP have spurred significant interest in analyzing social media text data for identifying linguistic features indicative of mental health issues. However, the domain of Expressive Narrative Stories (ENS)-deeply…

Computation and Language · Computer Science 2025-01-28 Jinwen Tang , Qiming Guo , Yunxin Zhao , Yi Shang

Representation and learning of commonsense knowledge is one of the foundational problems in the quest to enable deep language understanding. This issue is particularly challenging for understanding casual and correlational relationships…

Computation and Language · Computer Science 2016-04-07 Nasrin Mostafazadeh , Nathanael Chambers , Xiaodong He , Devi Parikh , Dhruv Batra , Lucy Vanderwende , Pushmeet Kohli , James Allen

Automated storytelling has long captured the attention of researchers for the ubiquity of narratives in everyday life. However, it is challenging to maintain coherence and stay on-topic toward a specific ending when generating narratives…

Computation and Language · Computer Science 2022-05-17 Xiangyu Peng , Kaige Xie , Amal Alabdulkarim , Harshith Kayam , Samihan Dani , Mark O. Riedl

In our paper we would like to make a cross-disciplinary leap and use the tools of network theory to understand and explore narrative structure in literary fiction, an approach that is still underestimated. However, the systems in fiction…

Social and Information Networks · Computer Science 2016-08-23 Andrzej Jarynowski , Stephanie Boland

Reading comprehension continues to be a crucial research focus in the NLP community. Recent advances in Machine Reading Comprehension (MRC) have mostly centered on literal comprehension, referring to the surface-level understanding of…

Computation and Language · Computer Science 2024-04-09 Yigeng Zhang , Fabio A. González , Thamar Solorio

We consider the problem of automatically generating a narrative biomedical evidence summary from multiple trial reports. We evaluate modern neural models for abstractive summarization of relevant article abstracts from systematic reviews…

Computation and Language · Computer Science 2020-12-23 Byron C. Wallace , Sayantan Saha , Frank Soboczenski , Iain J. Marshall

Recent advances in language models have substantially improved Natural Language Understanding (NLU). Although widely used benchmarks suggest that Large Language Models (LLMs) can effectively disambiguate, their practical applicability in…

Computation and Language · Computer Science 2026-04-20 Deshan Sumanathilaka , Nicholas Micallef , Julian Hough , Saman Jayasinghe

Visual Storytelling is a challenging multimodal task between Vision & Language, where the purpose is to generate a story for a stream of images. Its difficulty lies on the fact that the story should be both grounded to the image sequence…

Computation and Language · Computer Science 2025-08-21 Admitos Passadakis , Yingjin Song , Albert Gatt

Narrative frames are a powerful way of conceptualizing and communicating complex, controversial ideas, however automated frame analysis to date has mostly overlooked this framing device. In this paper, we connect elements of narrativity…

Computation and Language · Computer Science 2025-06-03 Yulia Otmakhova , Lea Frermann

Existing long-horizon memory benchmarks mostly use multi-turn dialogues or synthetic user histories, which makes retrieval performance an imperfect proxy for person understanding. We present \BenchName, a publicly releasable benchmark built…

Artificial Intelligence · Computer Science 2026-04-21 Tingyu Wu , Zhisheng Chen , Ziyan Weng , Shuhe Wang , Chenglong Li , Shuo Zhang , Sen Hu , Silin Wu , Qizhen Lan , Huacan Wang , Ronghao Chen

Can narratives make arguments more persuasive? And to this end, which narrative features matter most? Although stories are often seen as powerful tools for persuasion, their specific role in online, unstructured argumentation remains…

Computation and Language · Computer Science 2026-03-02 Sara Nabhani , Federico Pianzola , Khalid Al-Khatib , Malvina Nissim

Stories interest us not because they are a sequence of mundane and predictable events but because they have drama and tension. Crucial to creating dramatic and exciting stories are surprise and suspense. The thesis trains a series of deep…

Computation and Language · Computer Science 2022-06-22 David Wilmot

We propose an information-theoretic framework to measure narratives, providing a formalism to understand pivotal moments, cliffhangers, and plot twists. This approach offers creatives and AI researchers tools to analyse and benchmark human-…

Multimedia · Computer Science 2024-11-21 Lion Schulz , Miguel Patrício , Daan Odijk

Understanding the cognitive and emotional perceptions of people who commit suicide is one of the most sensitive scientific challenges. There are circumstances where people feel the need to leave something written, an artifact where they…

Social and Information Networks · Computer Science 2021-05-17 Andreia Sofia Teixeira , Szymon Talaga , Trevor James Swanson , Massimo Stella

This work introduces an original and practical paradigm for narrative comprehension, stemming from the characteristics that individual passages within narratives tend to be more cohesively related than isolated. Complementary to the common…

Computation and Language · Computer Science 2024-06-05 Liyan Xu , Jiangnan Li , Mo Yu , Jie Zhou

We present a literature survey on non-interactive computational story generation. The article starts with the presentation of requirements for creative systems, three types of models of creativity (computational, socio-cultural, and…

Computation and Language · Computer Science 2021-10-22 Luis Miguel Botelho

The ability to robustly identify causal relationships is essential for autonomous decision-making and adaptation to novel scenarios. However, accurately inferring causal structure requires integrating both world knowledge and abstract…

Machine Learning · Computer Science 2025-06-17 Khurram Yamin , Shantanu Gupta , Gaurav R. Ghosal , Zachary C. Lipton , Bryan Wilder

Abstractive text summarization aims at compressing the information of a long source document into a rephrased, condensed summary. Despite advances in modeling techniques, abstractive summarization models still suffer from several key…

Computation and Language · Computer Science 2021-02-17 Vidhisha Balachandran , Artidoro Pagnoni , Jay Yoon Lee , Dheeraj Rajagopal , Jaime Carbonell , Yulia Tsvetkov