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The fixed-size context of Transformer makes GPT models incapable of generating arbitrarily long text. In this paper, we introduce RecurrentGPT, a language-based simulacrum of the recurrence mechanism in RNNs. RecurrentGPT is built upon a…

Large-scale Causal Language Models (CLMs), e.g., GPT3 and ChatGPT, have brought great success in text generation. However, it is still an open challenge to control the generation process of CLM while balancing flexibility, control…

计算与语言 · 计算机科学 2024-06-27 Hanqing Zhang , Sun Si , Haiming Wu , Dawei Song

Existing multi-agent video generation systems use LLM agents to orchestrate neural video generators, producing visually impressive but semantically unreliable outputs with no ground truth annotations. We present an agentic system that…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Nicolae Cudlenco , Mihai Masala , Marius Leordeanu

In recent years, generative AI has undergone major advancements, demonstrating significant promise in augmenting human productivity. Notably, large language models (LLM), with ChatGPT-4 as an example, have drawn considerable attention.…

人机交互 · 计算机科学 2024-01-23 Sida Peng , Wojciech Swiatek , Allen Gao , Paul Cullivan , Haoge Chang

As Large Language Models (LLMs) and other forms of Generative AI permeate various aspects of our lives, their application for learning and education has provided opportunities and challenges. This paper presents an investigation into the…

计算机与社会 · 计算机科学 2023-06-06 Daniel Leiker , Sara Finnigan , Ashley Ricker Gyllen , Mutlu Cukurova

Recent research has highlighted the potential of LLM applications, like ChatGPT, for performing label annotation on social computing text. However, it is already well known that performance hinges on the quality of the input prompts. To…

计算与语言 · 计算机科学 2024-02-21 Yiming Zhu , Zhizhuo Yin , Gareth Tyson , Ehsan-Ul Haq , Lik-Hang Lee , Pan Hui

Generative Pre-trained Transformer (GPT) models have achieved remarkable performance on various natural language processing tasks, and have shown great potential as backbones for audio-and-text large language models (LLMs). Previous…

New machine learning algorithms are being developed to solve problems in different areas, including music. Intuitive, accessible, and understandable demonstrations of the newly built models could help attract the attention of people from…

人机交互 · 计算机科学 2019-02-12 Vibert Thio , Hao-Min Liu , Yin-Cheng Yeh , Yi-Hsuan Yang

Descriptions are often provided along with recommendations to help users' discovery. Recommending automatically generated music playlists (e.g. personalised playlists) introduces the problem of generating descriptions. In this paper, we…

多媒体 · 计算机科学 2017-01-17 Keunwoo Choi , George Fazekas , Brian McFee , Kyunghyun Cho , Mark Sandler

Since the natural language processing (NLP) community started to make large language models (LLMs) act as a critic to evaluate the quality of generated texts, most of the existing works train a critique generation model on the evaluation…

In Electronic Dance Music (EDM), many artists use DJing techniques in order to perform their own productions live. As a consequence, they do not have access during the performance to the internal structure of their tracks, and specifically…

声音 · 计算机科学 2024-01-17 Alice Rixte

Text-to-music models allow users to generate nearly realistic musical audio with textual commands. However, editing music audios remains challenging due to the conflicting desiderata of performing fine-grained alterations on the audio while…

声音 · 计算机科学 2024-07-25 Fang-Duo Tsai , Shih-Lun Wu , Haven Kim , Bo-Yu Chen , Hao-Chung Cheng , Yi-Hsuan Yang

Training Large Language Models (LLMs) with synthetic data is a prevalent practice in code generation. A key approach is self-training, where LLMs are iteratively trained on self-generated correct code snippets. In this case, the…

机器学习 · 计算机科学 2025-05-22 Haochen Li , Wanjin Feng , Xin Zhou , Zhiqi Shen

Large Language Models (LLMs), primarily trained on text-based datasets, exhibit exceptional proficiencies in understanding and executing complex linguistic instructions via text outputs. However, they falter when requests to generate…

计算机视觉与模式识别 · 计算机科学 2023-09-15 Xinyu Wang , Bohan Zhuang , Qi Wu

Automated Program Repair (APR) can help developers automatically generate patches for bugs. Due to the impressive performance obtained using Large Pre-Trained Language Models (LLMs) on many code related tasks, researchers have started to…

软件工程 · 计算机科学 2023-02-01 Chunqiu Steven Xia , Lingming Zhang

Large language models (LLMs) have demonstrated remarkable potential in natural language understanding and generation, making them valuable tools for enhancing conversational interactions. However, LLMs encounter challenges such as lacking…

人机交互 · 计算机科学 2023-11-10 Guinan Su , Yanwu Yang , Jie Guo

Online platforms are increasingly interested in using Data-to-Text technologies to generate content and help their users. Unfortunately, traditional generative methods often fall into repetitive patterns, resulting in monotonous galleries…

计算与语言 · 计算机科学 2025-04-30 Anum Afzal , Alexandre Mercier , Florian Matthes

Existing works focus on fixed-size layout pattern generation, while the more practical free-size pattern generation receives limited attention. In this paper, we propose ChatPattern, a novel Large-Language-Model (LLM) powered framework for…

计算与语言 · 计算机科学 2024-03-26 Zixiao Wang , Yunheng Shen , Xufeng Yao , Wenqian Zhao , Yang Bai , Farzan Farnia , Bei Yu

This paper proposes a system that uses large language models to provide immediate feedback to students in flipped classroom preparation learning. This study aimed to solve challenges in the flipped classroom model, such as ensuring that…

人机交互 · 计算机科学 2023-07-24 Shintaro Uchiyama , Kyoji Umemura , Yusuke Morita

Current text-to-image generation models often struggle to follow textual instructions, especially the ones requiring spatial reasoning. On the other hand, Large Language Models (LLMs), such as GPT-4, have shown remarkable precision in…

计算机视觉与模式识别 · 计算机科学 2023-05-31 Tianjun Zhang , Yi Zhang , Vibhav Vineet , Neel Joshi , Xin Wang
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