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While generative AI excels in content generation, it does not always increase user engagement. This can be attributed to two main factors. First, generative AI generates content without incorporating explicit or implicit feedback about user…

Human-Computer Interaction · Computer Science 2023-12-21 Jingying Zeng , Jaewon Yang , Waleed Malik , Xiao Yan , Richard Huang , Qi He

Crosslingual conditional generation (e.g., machine translation) has long enjoyed the benefits of scaling. Nonetheless, there are still issues that scale alone may not overcome. A source query in one language, for instance, may yield several…

Machine Learning · Computer Science 2023-01-26 Jonathan Pilault , Xavier Garcia , Arthur Bražinskas , Orhan Firat

Content is created for a well-defined purpose, often described by a metric or signal represented in the form of structured information. The relationship between the goal (metrics) of target content and the content itself is non-trivial.…

Computation and Language · Computer Science 2022-03-29 Navita Goyal , Roodram Paneri , Ayush Agarwal , Udit Kalani , Abhilasha Sancheti , Niyati Chhaya

Recent advances in image captioning task have led to increasing interests in video captioning task. However, most works on video captioning are focused on generating single input of aggregated features, which hardly deviates from image…

Computer Vision and Pattern Recognition · Computer Science 2016-05-19 Andrew Shin , Katsunori Ohnishi , Tatsuya Harada

Generating videos for visual storytelling can be a tedious and complex process that typically requires either live-action filming or graphics animation rendering. To bypass these challenges, our key idea is to utilize the abundance of…

Computer Vision and Pattern Recognition · Computer Science 2023-07-14 Yingqing He , Menghan Xia , Haoxin Chen , Xiaodong Cun , Yuan Gong , Jinbo Xing , Yong Zhang , Xintao Wang , Chao Weng , Ying Shan , Qifeng Chen

Adopting contextually appropriate, audience-tailored linguistic styles is critical to the success of user-centric language generation systems (e.g., chatbots, computer-aided writing, dialog systems). While existing approaches demonstrate…

Computation and Language · Computer Science 2023-01-26 Samraj Moorjani , Adit Krishnan , Hari Sundaram , Ewa Maslowska , Aravind Sankar

Stories or narratives are comprised of a sequence of events. To compose interesting stories, professional writers often leverage a creative writing technique called flashback that inserts past events into current storylines as we commonly…

Computation and Language · Computer Science 2022-05-05 Rujun Han , Hong Chen , Yufei Tian , Nanyun Peng

Current research has explored how Generative AI can support the brainstorming process for content creators, but a gap remains in exploring support-tools for the pre-writing process. Specifically, our research is focused on supporting users…

Human-Computer Interaction · Computer Science 2024-06-19 Grace Li , Tao Long , Lydia B. Chilton

Recent research in AI is focusing towards generating narrative stories about visual scenes. It has the potential to achieve more human-like understanding than just basic description generation of images- in-sequence. In this work, we…

Artificial Intelligence · Computer Science 2018-09-25 Marko Smilevski , Ilija Lalkovski , Gjorgji Madjarov

While liking or upvoting a post on a mobile app is easy to do, replying with a written note is much more difficult, due to both the cognitive load of coming up with a meaningful response as well as the mechanics of entering the text. Here…

Social and Information Networks · Computer Science 2017-11-29 Parminder Bhatia , Marsal Gavalda , Arash Einolghozati

People capture photos and videos to relive and share memories of personal significance. Recently, media montages (stories) have become a popular mode of sharing these memories due to their intuitive and powerful storytelling capabilities.…

Computation and Language · Computer Science 2022-11-09 Satwik Kottur , Seungwhan Moon , Aram H. Markosyan , Hardik Shah , Babak Damavandi , Alborz Geramifard

Automated story generation has been one of the long-standing challenges in NLP. Among all dimensions of stories, suspense is very common in human-written stories but relatively under-explored in AI-generated stories. While recent advances…

Computation and Language · Computer Science 2024-02-28 Kaige Xie , Mark Riedl

Most learners fail to develop deep text comprehension when reading textbooks passively. Posing questions about what learners have read is a well-established way of fostering their text comprehension. However, many textbooks lack…

Computation and Language · Computer Science 2021-10-11 Tim Steuer , Anna Filighera , Tobias Meuser , Christoph Rensing

There has been a recent explosion of impressive generative models that can produce high quality images (or videos) conditioned on text descriptions. However, all such approaches rely on conditional sentences that contain unambiguous…

Computer Vision and Pattern Recognition · Computer Science 2023-05-09 Tanzila Rahman , Hsin-Ying Lee , Jian Ren , Sergey Tulyakov , Shweta Mahajan , Leonid Sigal

Stories generated with neural language models have shown promise in grammatical and stylistic consistency. However, the generated stories are still lacking in common sense reasoning, e.g., they often contain sentences deprived of world…

Machine Learning · Computer Science 2020-03-02 Huanru Henry Mao , Bodhisattwa Prasad Majumder , Julian McAuley , Garrison W. Cottrell

Recent advancements in generative artificial intelligence (generative AI) technologies have transformed the computer science discipline of natural language processing. However, generative AI retains the anthropomorphic model of simulating…

Computers and Society · Computer Science 2026-03-03 Dejan Grba , Vladimir Todorović

In this paper, we investigate a novel artificial intelligence generation task termed Generated Contents Enrichment (GCE). Conventional AI content generation produces visually realistic content by implicitly enriching the given textual…

Computer Vision and Pattern Recognition · Computer Science 2024-10-10 Mahdi Naseri , Jiayan Qiu , Zhou Wang

Computational visual storytelling produces a textual description of events and interpretations depicted in a sequence of images. These texts are made possible by advances and cross-disciplinary approaches in natural language processing,…

Computation and Language · Computer Science 2018-07-24 Stephanie M. Lukin , Reginald Hobbs , Clare R. Voss

Mixed-initiative dialogue tasks involve repeated exchanges of information and conversational control. Conversational agents gain control by generating responses that follow particular dialogue intents or strategies, prescribed by a policy…

Computation and Language · Computer Science 2023-05-09 Maximillian Chen , Xiao Yu , Weiyan Shi , Urvi Awasthi , Zhou Yu

Personalization is critical for improving user experience in interactive writing and educational applications, yet remains understudied in story generation. We study the task of personalizing story generation, where our goal is to mimic an…

Computation and Language · Computer Science 2026-01-07 Nischal Ashok Kumar , Chau Minh Pham , Mohit Iyyer , Andrew Lan