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Large language models (LLMs) have revolutionized AI, but are constrained by limited context windows, hindering their utility in tasks like extended conversations and document analysis. To enable using context beyond limited context windows,…

人工智能 · 计算机科学 2024-02-13 Charles Packer , Sarah Wooders , Kevin Lin , Vivian Fang , Shishir G. Patil , Ion Stoica , Joseph E. Gonzalez

In the rapidly evolving field of artificial intelligence (AI), the application of large language models (LLMs) in agriculture, particularly in pest management, remains nascent. We aimed to prove the feasibility by evaluating the content of…

计算与语言 · 计算机科学 2024-03-19 Shanglong Yang , Zhipeng Yuan , Shunbao Li , Ruoling Peng , Kang Liu , Po Yang

The rapid development of large language models (LLMs), such as ChatGPT, has revolutionized the efficiency of creating programming tutorials. LLMs can be instructed with text prompts to generate comprehensive text descriptions of code…

人机交互 · 计算机科学 2024-10-29 Yihan Liu , Zhen Wen , Luoxuan Weng , Ollie Woodman , Yi Yang , Wei Chen

This paper presents a case study concerning the challenges and requirements posed by next generation language resources, realized as an overall model of open, distributed and collaborative language infrastructure. If a sort of "new…

ChatGPT's emergence heralds a transformative phase in NLP, particularly demonstrated through its excellent performance on many English benchmarks. However, the model's efficacy across diverse linguistic contexts remains largely uncharted…

计算与语言 · 计算机科学 2023-10-24 Md Tawkat Islam Khondaker , Abdul Waheed , El Moatez Billah Nagoudi , Muhammad Abdul-Mageed

Large language models have shown their remarkable capabilities as a general interface for various language-related applications. Motivated by this, we target to build a unified interface for completing many vision-language tasks including…

计算机视觉与模式识别 · 计算机科学 2023-11-08 Jun Chen , Deyao Zhu , Xiaoqian Shen , Xiang Li , Zechun Liu , Pengchuan Zhang , Raghuraman Krishnamoorthi , Vikas Chandra , Yunyang Xiong , Mohamed Elhoseiny

This paper introduces a novel framework, Tree-GPT, which incorporates Large Language Models (LLMs) into the forestry remote sensing data workflow, thereby enhancing the efficiency of data analysis. Currently, LLMs are unable to extract or…

计算机视觉与模式识别 · 计算机科学 2023-10-10 Siqi Du , Shengjun Tang , Weixi Wang , Xiaoming Li , Renzhong Guo

1. A hard stop for the implementation of rigorous conservation initiatives is our lack of key species data, especially occurrence data. Furthermore, researchers have to contend with an accelerated speed at which new information must be…

机器学习 · 计算机科学 2025-11-07 Vasco V. Branco , Jandó Benedek , Lidia Pivovarova , Luís Correia , Pedro Cardoso

Recent advancements in Large Language Models (LLMs) have led to high-quality Machine-Generated Text (MGT), giving rise to countless new use cases and applications. However, easy access to LLMs is posing new challenges due to misuse. To…

计算与语言 · 计算机科学 2024-04-15 Areg Mikael Sarvazyan , José Ángel González , Marc Franco-Salvador

This paper presents prompt design techniques for software engineering, in the form of patterns, to solve common problems when using large language models (LLMs), such as ChatGPT to automate common software engineering activities, such as…

软件工程 · 计算机科学 2023-03-15 Jules White , Sam Hays , Quchen Fu , Jesse Spencer-Smith , Douglas C. Schmidt

Large Language Models (LLMs) have shown remarkable effectiveness in various general-domain natural language processing (NLP) tasks. However, their performance in transportation safety domain tasks has been suboptimal, primarily attributed…

计算与语言 · 计算机科学 2023-07-31 Ou Zheng , Mohamed Abdel-Aty , Dongdong Wang , Chenzhu Wang , Shengxuan Ding

Significant advancements have been made in one of the most critical branches of artificial intelligence: natural language processing (NLP). These advancements are exemplified by the remarkable success of OpenAI's GPT-3.5/4 and the recent…

材料科学 · 物理学 2025-04-22 Zongrui Pei , Junqi Yin , Jiaxin Zhang

Bayesian adaptive clinical trials offer a flexible and efficient alternative to traditional fixed-design trials, but their implementation is often hindered by the complexity of Bayesian computations and the need for advanced statistical…

应用统计 · 统计学 2025-07-04 Krishna Padmanabhan , Danny Baker

In this paper, we present TILT, a transparency information language and toolkit explicitly designed to represent and process transparency information in line with the requirements of the GDPR and allowing for a more automated and adaptive…

计算机与社会 · 计算机科学 2022-09-26 Elias Grünewald , Frank Pallas

Large language models (LLMs) are increasingly being applied to black-box optimization tasks, from program synthesis to molecule design. Prior work typically leverages in-context learning to iteratively guide the model towards better…

机器学习 · 计算机科学 2025-08-13 Peter Phan , Dhruv Agarwal , Kavitha Srinivas , Horst Samulowitz , Pavan Kapanipathi , Andrew McCallum

Effective evaluation of multi-hop tool use is critical for analyzing the understanding, reasoning, and function-calling capabilities of large language models (LLMs). However, progress has been hindered by a lack of reliable evaluation…

Recent advancements in Natural Language Processing have opened up new possibilities for the development of large language models like ChatGPT, which can facilitate knowledge management in the design process by providing designers with…

信息检索 · 计算机科学 2023-04-07 Xin Hu , Yu Tian , Keisuke Nagato , Masayuki Nakao , Ang Liu

We classify and review current approaches to software infrastructure for research, development and delivery of NLP systems. The task is motivated by a discussion of current trends in the field of NLP and Language Engineering. We describe a…

cmp-lg · 计算机科学 2008-02-03 Hamish Cunningham , Kevin Humphreys , Robert Gaizauskas , Yorick Wilks

Large Language Models (LLMs) have advanced rapidly as tools for automating code generation in scientific research, yet their ability to interpret and use unfamiliar Python APIs for complex computational experiments remains poorly…

This paper presents a comprehensive survey of ChatGPT-related (GPT-3.5 and GPT-4) research, state-of-the-art large language models (LLM) from the GPT series, and their prospective applications across diverse domains. Indeed, key innovations…