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Large language models have recently advanced the state of the art on many natural language processing benchmarks. The newest generation of models can be applied to a variety of tasks with little to no specialized training. This technology…

数据库 · 计算机科学 2023-06-16 Immanuel Trummer

Recent advances in Natural Language Processing, and in particular on the construction of very large pre-trained language representation models, is opening up new perspectives on the construction of conversational information seeking (CIS)…

计算与语言 · 计算机科学 2022-04-08 Patrizio Bellan , Mauro Dragoni , Chiara Ghidini

Operations in many essential industries including finance and banking are often characterized by the need to perform repetitive sequential tasks. Despite their criticality to the business, workflows are rarely fully automated or even…

计算与语言 · 计算机科学 2021-06-15 Alberto Olmo , Sarath Sreedharan , Subbarao Kambhampati

With the rapid development of natural language processing (NLP) technology, large-scale pre-trained language models such as GPT-3 have become a popular research object in NLP field. This paper aims to explore sentiment analysis optimization…

计算与语言 · 计算机科学 2024-05-17 Tong Zhan , Chenxi Shi , Yadong Shi , Huixiang Li , Yiyu Lin

The field of data visualisation has long aimed to devise solutions for generating visualisations directly from natural language text. Research in Natural Language Interfaces (NLIs) has contributed towards the development of such techniques.…

人机交互 · 计算机科学 2023-02-14 Paula Maddigan , Teo Susnjak

While large language models (LLMs), such as GPT-3, appear to be robust and general, their reasoning ability is not at a level to compete with the best models trained for specific natural language reasoning problems. In this study, we…

计算与语言 · 计算机科学 2023-07-18 Zhun Yang , Adam Ishay , Joohyung Lee

GPT-3 and several other language models (LMs) can effectively address various natural language processing (NLP) tasks, including machine translation and text summarization. Recently, they have also been successfully employed in the business…

人工智能 · 计算机科学 2023-04-17 Kiran Busch , Alexander Rochlitzer , Diana Sola , Henrik Leopold

Source code documentation is an important artifact for efficient software development. Code documentation could greatly benefit from automation since manual documentation is often labouring, resource and time-intensive. In this paper, we…

软件工程 · 计算机科学 2022-09-07 Junaed Younus Khan , Gias Uddin

Large language models can perform semantic parsing with little training data, when prompted with in-context examples. It has been shown that this can be improved by formulating the problem as paraphrasing into canonical utterances, which…

计算与语言 · 计算机科学 2022-05-31 Richard Shin , Benjamin Van Durme

Large language models (LLMs) have demonstrated remarkable capabilities in code generation across various domains. However, their effectiveness in generating simulation scripts for domain-specific environments like ns-3 remains…

网络与互联网体系结构 · 计算机科学 2025-07-16 Tasnim Ahmed , Mirza Mohammad Azwad , Salimur Choudhury

Most business process automation is still developed using traditional automation technologies such as workflow engines. These systems provide domain specific languages that require both business knowledge and programming skills to…

计算与语言 · 计算机科学 2022-07-22 Michael Desmond , Evelyn Duesterwald , Vatche Isahagian , Vinod Muthusamy

Providing computer systems with the ability to understand and generate natural language has long been a challenge of engineers. Recent progress in natural language processing (NLP), like the GPT-3 language model released by OpenAI, has made…

人工智能 · 计算机科学 2021-02-16 Jonas Thiergart , Stefan Huber , Thomas Übellacker

Large-scale language models such as GPT-3 are excellent few-shot learners, allowing them to be controlled via natural text prompts. Recent studies report that prompt-based direct classification eliminates the need for fine-tuning but lacks…

计算与语言 · 计算机科学 2021-11-19 Kang Min Yoo , Dongju Park , Jaewook Kang , Sang-Woo Lee , Woomyeong Park

CodexDB is an SQL processing engine whose internals can be customized via natural language instructions. CodexDB is based on OpenAI's GPT-3 Codex model which translates text into code. It is a framework on top of GPT-3 Codex that decomposes…

数据库 · 计算机科学 2022-04-20 Immanuel Trummer

In the pursuit of efficient automated content creation, procedural generation, leveraging modifiable parameters and rule-based systems, emerges as a promising approach. Nonetheless, it could be a demanding endeavor, given its intricate…

计算机视觉与模式识别 · 计算机科学 2024-05-30 Chunyi Sun , Junlin Han , Weijian Deng , Xinlong Wang , Zishan Qin , Stephen Gould

The use of laboratory automation by all researchers may substantially accelerate scientific activities by humans, including those in the life sciences. However, computer programs to operate robots should be written to implement laboratory…

定量方法 · 定量生物学 2023-04-21 Takashi Inagaki , Akari Kato , Koichi Takahashi , Haruka Ozaki , Genki N. Kanda

Traditional manufacturing faces challenges adapting to dynamic environments and quickly responding to manufacturing changes. The use of multi-agent systems has improved adaptability and coordination but requires further advancements in…

多智能体系统 · 计算机科学 2024-06-24 Jonghan Lim , Birgit Vogel-Heuser , Ilya Kovalenko

Summarizing sales calls is a routine task performed manually by salespeople. We present a production system which combines generative models fine-tuned for customer-agent setting, with a human-in-the-loop user experience for an interactive…

计算与语言 · 计算机科学 2022-04-29 Abedelkadir Asi , Song Wang , Roy Eisenstadt , Dean Geckt , Yarin Kuper , Yi Mao , Royi Ronen

Large language models (LLMs) perform well at a myriad of tasks, but explaining the processes behind this performance is a challenge. This paper investigates whether LLMs can give faithful high-level explanations of their own internal…

机器学习 · 计算机科学 2024-05-14 Dane Sherburn , Bilal Chughtai , Owain Evans
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