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Digital storytelling, essential in entertainment, education, and marketing, faces challenges in production scalability and flexibility. The StoryAgent framework, introduced in this paper, utilizes Large Language Models and generative tools…

计算与语言 · 计算机科学 2024-06-24 Samuel S. Sohn , Danrui Li , Sen Zhang , Che-Jui Chang , Mubbasir Kapadia

Recent advances in end-to-end spoken language models (SLMs) have significantly improved the ability of AI systems to engage in natural spoken interactions. However, most existing models treat speech merely as a vehicle for linguistic…

Machine learning (ML) models have significantly impacted various domains in our everyday lives. While large language models (LLMs) offer intuitive interfaces and versatility, task-specific ML models remain valuable for their efficiency and…

人机交互 · 计算机科学 2024-12-04 Wataru Kawabe , Yusuke Sugano

Retrieval-augmented large language models (R-LLMs) combine pre-trained large language models (LLMs) with information retrieval systems to improve the accuracy of factual question-answering. However, current libraries for building R-LLMs…

计算与语言 · 计算机科学 2023-10-17 Yasuto Hoshi , Daisuke Miyashita , Youyang Ng , Kento Tatsuno , Yasuhiro Morioka , Osamu Torii , Jun Deguchi

Native multimodal large language models (MLLMs) restructure a single large language model (LLM) into a spoken language model (SLM) capable of both speech and text generation. Compared to modular and aligned MLLMs, native MLLMs preserve…

计算与语言 · 计算机科学 2025-10-28 Hang Shao , Heting Gao , Yunhang Shen , Jiawei Chen , Zuwei Long , Dong Yang , Ke Li , Xing Sun

Language models have become the backbone of today's AI systems. However, their predominant left-to-right generation limits the use of bidirectional context, which is essential for tasks that involve filling text in the middle. We propose…

计算与语言 · 计算机科学 2023-10-17 Tianxiao Shen , Hao Peng , Ruoqi Shen , Yao Fu , Zaid Harchaoui , Yejin Choi

As we increasingly use Artificial Intelligence (AI) in decision-making for industries like healthcare, finance, e-commerce, and even entertainment, it is crucial to also reflect on the ethical aspects of AI, for example the inclusivity and…

计算机与社会 · 计算机科学 2025-09-11 Zoya Hammad , Nii Longdon Sowah

Visual storytelling often uses nontypical aspect-ratio images like scroll paintings, comic strips, and panoramas to create an expressive and compelling narrative. While generative AI has achieved great success and shown the potential to…

计算机视觉与模式识别 · 计算机科学 2023-12-19 Bingyuan Wang , Hengyu Meng , Zeyu Cai , Lanjiong Li , Yue Ma , Qifeng Chen , Zeyu Wang

Diffusion Language Models (DLMs) are rapidly emerging as a powerful and promising alternative to the dominant autoregressive (AR) paradigm. By generating tokens in parallel through an iterative denoising process, DLMs possess inherent…

计算与语言 · 计算机科学 2025-12-08 Tianyi Li , Mingda Chen , Bowei Guo , Zhiqiang Shen

Text-to-image generative models have made remarkable progress in producing high-quality visual content from textual descriptions, yet concerns remain about how they represent social groups. While characteristics like gender and race have…

计算与语言 · 计算机科学 2026-03-03 Yang Tian , Yu Fan , Liudmila Zavolokina , Sarah Ebling

AI-assisted decision making becomes increasingly prevalent, yet individuals often fail to utilize AI-based decision aids appropriately especially when the AI explanations are absent, potentially as they do not %understand reflect on AI's…

人机交互 · 计算机科学 2025-02-18 Zhuoyan Li , Hangxiao Zhu , Zhuoran Lu , Ziang Xiao , Ming Yin

In this paper, we present a neural spoken language diarization model that supports an unconstrained span of languages within a single framework. Our approach integrates a learnable query-based architecture grounded in multilingual…

计算与语言 · 计算机科学 2025-10-02 Sangmin Lee , Woongjib Choi , Jihyun Kim , Hong-Goo Kang

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…

Increasingly many real world tasks involve data in multiple modalities or views. This has motivated the development of many effective algorithms for learning a common latent space to relate multiple domains. However, most existing…

计算机视觉与模式识别 · 计算机科学 2017-11-17 Tanmoy Mukherjee , Makoto Yamada , Timothy M. Hospedales

We introduce LlamaPIE, the first real-time proactive assistant designed to enhance human conversations through discreet, concise guidance delivered via hearable devices. Unlike traditional language models that require explicit user…

机器学习 · 计算机科学 2025-07-30 Tuochao Chen , Nicholas Batchelder , Alisa Liu , Noah Smith , Shyamnath Gollakota

We propose a cross-lingual neural codec language model, VALL-E X, for cross-lingual speech synthesis. Specifically, we extend VALL-E and train a multi-lingual conditional codec language model to predict the acoustic token sequences of the…

计算与语言 · 计算机科学 2023-03-08 Ziqiang Zhang , Long Zhou , Chengyi Wang , Sanyuan Chen , Yu Wu , Shujie Liu , Zhuo Chen , Yanqing Liu , Huaming Wang , Jinyu Li , Lei He , Sheng Zhao , Furu Wei

Purpose: Speech intelligibility is a critical outcome in the assessment and management of dysarthria, yet most research and clinical practices have focused on English, limiting their applicability across languages. This commentary…

计算与语言 · 计算机科学 2025-05-09 Eunjung Yeo , Julie Liss , Visar Berisha , David Mortensen

The field of natural language processing (NLP) has made significant strides in recent years, particularly in the development of large-scale vision-language models (VLMs). These models aim to bridge the gap between text and visual…

计算机视觉与模式识别 · 计算机科学 2023-03-14 Sheng Shen , Zhewei Yao , Chunyuan Li , Trevor Darrell , Kurt Keutzer , Yuxiong He

It is challenging to generate high-quality instruction datasets for non-English languages due to tail phenomena, which limit performance on less frequently observed data. To mitigate this issue, we propose translating existing high-quality…

计算与语言 · 计算机科学 2024-10-03 Yungi Kim , Chanjun Park

With the advance of Artificial Intelligence (AI), Large Language Models (LLMs) have gained prominence and been applied in diverse contexts. As they evolve into more sophisticated versions, it is essential to assess whether they reproduce…

计算与语言 · 计算机科学 2025-08-15 Gustavo Bonil , Simone Hashiguti , Jhessica Silva , João Gondim , Helena Maia , Nádia Silva , Helio Pedrini , Sandra Avila