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The Generative Pre-trained Transformer (GPT) represents a notable breakthrough in the domain of natural language processing, which is propelling us toward the development of machines that can understand and communicate using language in a…

Generative Pre-trained Transformer (GPT) models have shown remarkable capabilities for natural language generation, but their performance for machine translation has not been thoroughly investigated. In this paper, we present a…

Large language models (LLMs) are playing an increasingly important role in science and engineering. For example, their ability to parse and understand human and computer languages makes them powerful interpreters and their use in…

Materials Science · Physics 2023-10-19 Juan C. Verduzco , Ethan Holbrook , Alejandro Strachan

In real-world scenarios, human dialogues are multi-round and diverse. Furthermore, human instructions can be unclear and human responses are unrestricted. Interactive robots face difficulties in understanding human intents and generating…

Robotics · Computer Science 2023-08-09 Zhe Zhang , Wei Chai , Jiankun Wang

Generative pre-trained transformer (GPT) models have revolutionized the field of natural language processing (NLP) with remarkable performance in various tasks and also extend their power to multimodal domains. Despite their success, large…

Computation and Language · Computer Science 2023-08-29 Kaiyuan Gao , Sunan He , Zhenyu He , Jiacheng Lin , QiZhi Pei , Jie Shao , Wei Zhang

In a rapidly evolving digital landscape autonomous tools and robots are becoming commonplace. Recognizing the significance of this development, this paper explores the integration of Large Language Models (LLMs) like Generative pre-trained…

Human-Computer Interaction · Computer Science 2024-03-22 Younes Lakhnati , Max Pascher , Jens Gerken

We present a new framework integrating the AI model GPT-4 into the iterative process of reticular chemistry experimentation, leveraging a cooperative workflow of interaction between AI and a human researcher. This GPT-4 Reticular Chemist is…

Artificial Intelligence · Computer Science 2023-11-01 Zhiling Zheng , Zichao Rong , Nakul Rampal , Christian Borgs , Jennifer T. Chayes , Omar M. Yaghi

Generative Pre-trained Transformer 4 (GPT-4) is the fourth-generation language model in the GPT series, developed by OpenAI, which promises significant advancements in the field of natural language processing (NLP). In this research…

Computation and Language · Computer Science 2023-05-08 Jawid Ahmad Baktash , Mursal Dawodi

Cognitive psychology delves on understanding perception, attention, memory, language, problem-solving, decision-making, and reasoning. Large language models (LLMs) are emerging as potent tools increasingly capable of performing human-level…

Computation and Language · Computer Science 2023-04-13 Sifatkaur Dhingra , Manmeet Singh , Vaisakh SB , Neetiraj Malviya , Sukhpal Singh Gill

The mathematical formula is the human language to describe nature and is the essence of scientific research. Finding mathematical formulas from observational data is a major demand of scientific research and a major challenge of artificial…

Machine Learning · Computer Science 2024-04-10 Yanjie Li , Weijun Li , Lina Yu , Min Wu , Jingyi Liu , Wenqiang Li , Meilan Hao , Shu Wei , Yusong Deng

Generative Pre-trained Transformer (GPT) is a state-of-the-art machine learning model capable of generating human-like text through natural language processing (NLP). GPT is trained on massive amounts of text data and uses deep learning…

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…

Quantitative Methods · Quantitative Biology 2023-04-21 Takashi Inagaki , Akari Kato , Koichi Takahashi , Haruka Ozaki , Genki N. Kanda

In recent years, groundbreaking advancements in natural language processing have culminated in the emergence of powerful large language models (LLMs), which have showcased remarkable capabilities across a vast array of domains, including…

Computation and Language · Computer Science 2023-12-11 Microsoft Research AI4Science , Microsoft Azure Quantum

AI tasks encompass a wide range of domains and fields. While numerous AI models have been designed for specific tasks and applications, they often require considerable human efforts in finding the right model architecture, optimization…

Computation and Language · Computer Science 2023-05-05 Shujian Zhang , Chengyue Gong , Lemeng Wu , Xingchao Liu , Mingyuan Zhou

Discovery of novel and promising materials is a critical challenge in the field of chemistry and material science, traditionally approached through methodologies ranging from trial-and-error to machine learning-driven inverse design. Recent…

Machine Learning · Computer Science 2024-12-13 Dong Hyeon Mok , Seoin Back

The GPT (Generative Pre-trained Transformer) language models are an artificial intelligence and natural language processing technology that enables automatic text generation. There is a growing interest in applying GPT language models to…

Computers and Society · Computer Science 2024-03-25 Manuel de Buenaga , Francisco Javier Bueno

CO2 reduction requires efficient catalysts, yet materials discovery remains bottlenecked by 10-20 year development cycles requiring deep domain expertise. This paper demonstrates how large language models can assist the catalyst discovery…

Materials Science · Physics 2026-03-18 AI Scientists , Xinyi Lin , Danqing Yin , Ying Guo

Artificial intelligence (AI) tools based on large language models have acheived human-level performance on some computer programming tasks. We report several experiments using GPT-4 to generate computer code. These experiments demonstrate…

Artificial Intelligence · Computer Science 2023-04-27 Russell A Poldrack , Thomas Lu , Gašper Beguš

We report the development of GPT-4, a large-scale, multimodal model which can accept image and text inputs and produce text outputs. While less capable than humans in many real-world scenarios, GPT-4 exhibits human-level performance on…

Computation and Language · Computer Science 2024-03-11 OpenAI , Josh Achiam , Steven Adler , Sandhini Agarwal , Lama Ahmad , Ilge Akkaya , Florencia Leoni Aleman , Diogo Almeida , Janko Altenschmidt , Sam Altman , Shyamal Anadkat , Red Avila , Igor Babuschkin , Suchir Balaji , Valerie Balcom , Paul Baltescu , Haiming Bao , Mohammad Bavarian , Jeff Belgum , Irwan Bello , Jake Berdine , Gabriel Bernadett-Shapiro , Christopher Berner , Lenny Bogdonoff , Oleg Boiko , Madelaine Boyd , Anna-Luisa Brakman , Greg Brockman , Tim Brooks , Miles Brundage , Kevin Button , Trevor Cai , Rosie Campbell , Andrew Cann , Brittany Carey , Chelsea Carlson , Rory Carmichael , Brooke Chan , Che Chang , Fotis Chantzis , Derek Chen , Sully Chen , Ruby Chen , Jason Chen , Mark Chen , Ben Chess , Chester Cho , Casey Chu , Hyung Won Chung , Dave Cummings , Jeremiah Currier , Yunxing Dai , Cory Decareaux , Thomas Degry , Noah Deutsch , Damien Deville , Arka Dhar , David Dohan , Steve Dowling , Sheila Dunning , Adrien Ecoffet , Atty Eleti , Tyna Eloundou , David Farhi , Liam Fedus , Niko Felix , Simón Posada Fishman , Juston Forte , Isabella Fulford , Leo Gao , Elie Georges , Christian Gibson , Vik Goel , Tarun Gogineni , Gabriel Goh , Rapha Gontijo-Lopes , Jonathan Gordon , Morgan Grafstein , Scott Gray , Ryan Greene , Joshua Gross , Shixiang Shane Gu , Yufei Guo , Chris Hallacy , Jesse Han , Jeff Harris , Yuchen He , Mike Heaton , Johannes Heidecke , Chris Hesse , Alan Hickey , Wade Hickey , Peter Hoeschele , Brandon Houghton , Kenny Hsu , Shengli Hu , Xin Hu , Joost Huizinga , Shantanu Jain , Shawn Jain , Joanne Jang , Angela Jiang , Roger Jiang , Haozhun Jin , Denny Jin , Shino Jomoto , Billie Jonn , Heewoo Jun , Tomer Kaftan , Łukasz Kaiser , Ali Kamali , Ingmar Kanitscheider , Nitish Shirish Keskar , Tabarak Khan , Logan Kilpatrick , Jong Wook Kim , Christina Kim , Yongjik Kim , Jan Hendrik Kirchner , Jamie Kiros , Matt Knight , Daniel Kokotajlo , Łukasz Kondraciuk , Andrew Kondrich , Aris Konstantinidis , Kyle Kosic , Gretchen Krueger , Vishal Kuo , Michael Lampe , Ikai Lan , Teddy Lee , Jan Leike , Jade Leung , Daniel Levy , Chak Ming Li , Rachel Lim , Molly Lin , Stephanie Lin , Mateusz Litwin , Theresa Lopez , Ryan Lowe , Patricia Lue , Anna Makanju , Kim Malfacini , Sam Manning , Todor Markov , Yaniv Markovski , Bianca Martin , Katie Mayer , Andrew Mayne , Bob McGrew , Scott Mayer McKinney , Christine McLeavey , Paul McMillan , Jake McNeil , David Medina , Aalok Mehta , Jacob Menick , Luke Metz , Andrey Mishchenko , Pamela Mishkin , Vinnie Monaco , Evan Morikawa , Daniel Mossing , Tong Mu , Mira Murati , Oleg Murk , David Mély , Ashvin Nair , Reiichiro Nakano , Rajeev Nayak , Arvind Neelakantan , Richard Ngo , Hyeonwoo Noh , Long Ouyang , Cullen O'Keefe , Jakub Pachocki , Alex Paino , Joe Palermo , Ashley Pantuliano , Giambattista Parascandolo , Joel Parish , Emy Parparita , Alex Passos , Mikhail Pavlov , Andrew Peng , Adam Perelman , Filipe de Avila Belbute Peres , Michael Petrov , Henrique Ponde de Oliveira Pinto , Michael , Pokorny , Michelle Pokrass , Vitchyr H. Pong , Tolly Powell , Alethea Power , Boris Power , Elizabeth Proehl , Raul Puri , Alec Radford , Jack Rae , Aditya Ramesh , Cameron Raymond , Francis Real , Kendra Rimbach , Carl Ross , Bob Rotsted , Henri Roussez , Nick Ryder , Mario Saltarelli , Ted Sanders , Shibani Santurkar , Girish Sastry , Heather Schmidt , David Schnurr , John Schulman , Daniel Selsam , Kyla Sheppard , Toki Sherbakov , Jessica Shieh , Sarah Shoker , Pranav Shyam , Szymon Sidor , Eric Sigler , Maddie Simens , Jordan Sitkin , Katarina Slama , Ian Sohl , Benjamin Sokolowsky , Yang Song , Natalie Staudacher , Felipe Petroski Such , Natalie Summers , Ilya Sutskever , Jie Tang , Nikolas Tezak , Madeleine B. Thompson , Phil Tillet , Amin Tootoonchian , Elizabeth Tseng , Preston Tuggle , Nick Turley , Jerry Tworek , Juan Felipe Cerón Uribe , Andrea Vallone , Arun Vijayvergiya , Chelsea Voss , Carroll Wainwright , Justin Jay Wang , Alvin Wang , Ben Wang , Jonathan Ward , Jason Wei , CJ Weinmann , Akila Welihinda , Peter Welinder , Jiayi Weng , Lilian Weng , Matt Wiethoff , Dave Willner , Clemens Winter , Samuel Wolrich , Hannah Wong , Lauren Workman , Sherwin Wu , Jeff Wu , Michael Wu , Kai Xiao , Tao Xu , Sarah Yoo , Kevin Yu , Qiming Yuan , Wojciech Zaremba , Rowan Zellers , Chong Zhang , Marvin Zhang , Shengjia Zhao , Tianhao Zheng , Juntang Zhuang , William Zhuk , Barret Zoph

Qualitative research delves deeply into individual complex perspectives on technology and various phenomena. However, a meticulous analysis of qualitative data often requires a significant amount of time, especially during the crucial…

Human-Computer Interaction · Computer Science 2023-10-12 He Zhang , Chuhao Wu , Jingyi Xie , ChanMin Kim , John M. Carroll
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