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As large language models (LLMs) continue to advance, evaluating their comprehensive capabilities becomes significant for their application in various fields. This research study comprehensively evaluates the language, vision, speech, and…

Large Multimodal Models (LMMs) have demonstrated exceptional performance across a wide range of domains. This paper explores their potential in pronunciation assessment tasks, with a particular focus on evaluating the capabilities of the…

Sound · Computer Science 2025-03-17 Ke Wang , Lei He , Kun Liu , Yan Deng , Wenning Wei , Sheng Zhao

Recently, the concept of artificial assistants has evolved from science fiction into real-world applications. GPT-4o, the newest multimodal large language model (MLLM) across audio, vision, and text, has further blurred the line between…

Cryptography and Security · Computer Science 2024-05-30 Xinyue Shen , Yixin Wu , Michael Backes , Yang Zhang

The recent release of GPT-4o has garnered widespread attention due to its powerful general capabilities. While its impressive performance is widely acknowledged, its safety aspects have not been sufficiently explored. Given the potential…

Cryptography and Security · Computer Science 2024-07-04 Zonghao Ying , Aishan Liu , Xianglong Liu , Dacheng Tao

Large language models (LLMs) have demonstrated remarkable capabilities in natural language understanding and generation across various domains, including medicine. We present a comprehensive evaluation of GPT-4, a state-of-the-art LLM, on…

Computation and Language · Computer Science 2023-04-13 Harsha Nori , Nicholas King , Scott Mayer McKinney , Dean Carignan , Eric Horvitz

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

Large multimodal language models (MLLMs) such as GPT-4V and GPT-4o have achieved remarkable advancements in understanding and generating multimodal content, showcasing superior quality and capabilities across diverse tasks. However, their…

Computer Vision and Pattern Recognition · Computer Science 2025-01-09 Xuelu Feng , Yunsheng Li , Dongdong Chen , Mei Gao , Mengchen Liu , Junsong Yuan , Chunming Qiao

Animal ethology is an crucial aspect of animal research, and animal behavior labeling is the foundation for studying animal behavior. This process typically involves labeling video clips with behavioral semantic tags, a task that is…

Computer Vision and Pattern Recognition · Computer Science 2024-06-17 Yiqi Wu , Xiaodan Hu , Ziming Fu , Siling Zhou , Jiangong Li

GPT-4o is an autoregressive omni model that accepts as input any combination of text, audio, image, and video, and generates any combination of text, audio, and image outputs. It's trained end-to-end across text, vision, and audio, meaning…

Computation and Language · Computer Science 2024-10-29 OpenAI , : , Aaron Hurst , Adam Lerer , Adam P. Goucher , Adam Perelman , Aditya Ramesh , Aidan Clark , AJ Ostrow , Akila Welihinda , Alan Hayes , Alec Radford , Aleksander Mądry , Alex Baker-Whitcomb , Alex Beutel , Alex Borzunov , Alex Carney , Alex Chow , Alex Kirillov , Alex Nichol , Alex Paino , Alex Renzin , Alex Tachard Passos , Alexander Kirillov , Alexi Christakis , Alexis Conneau , Ali Kamali , Allan Jabri , Allison Moyer , Allison Tam , Amadou Crookes , Amin Tootoochian , Amin Tootoonchian , Ananya Kumar , Andrea Vallone , Andrej Karpathy , Andrew Braunstein , Andrew Cann , Andrew Codispoti , Andrew Galu , Andrew Kondrich , Andrew Tulloch , Andrey Mishchenko , Angela Baek , Angela Jiang , Antoine Pelisse , Antonia Woodford , Anuj Gosalia , Arka Dhar , Ashley Pantuliano , Avi Nayak , Avital Oliver , Barret Zoph , Behrooz Ghorbani , Ben Leimberger , Ben Rossen , Ben Sokolowsky , Ben Wang , Benjamin Zweig , Beth Hoover , Blake Samic , Bob McGrew , Bobby Spero , Bogo Giertler , Bowen Cheng , Brad Lightcap , Brandon Walkin , Brendan Quinn , Brian Guarraci , Brian Hsu , Bright Kellogg , Brydon Eastman , Camillo Lugaresi , Carroll Wainwright , Cary Bassin , Cary Hudson , Casey Chu , Chad Nelson , Chak Li , Chan Jun Shern , Channing Conger , Charlotte Barette , Chelsea Voss , Chen Ding , Cheng Lu , Chong Zhang , Chris Beaumont , Chris Hallacy , Chris Koch , Christian Gibson , Christina Kim , Christine Choi , Christine McLeavey , Christopher Hesse , Claudia Fischer , Clemens Winter , Coley Czarnecki , Colin Jarvis , Colin Wei , Constantin Koumouzelis , Dane Sherburn , Daniel Kappler , Daniel Levin , Daniel Levy , David Carr , David Farhi , David Mely , David Robinson , David Sasaki , Denny Jin , Dev Valladares , Dimitris Tsipras , Doug Li , Duc Phong Nguyen , Duncan Findlay , Edede Oiwoh , Edmund Wong , Ehsan Asdar , Elizabeth Proehl , Elizabeth Yang , Eric Antonow , Eric Kramer , Eric Peterson , Eric Sigler , Eric Wallace , Eugene Brevdo , Evan Mays , Farzad Khorasani , Felipe Petroski Such , Filippo Raso , Francis Zhang , Fred von Lohmann , Freddie Sulit , Gabriel Goh , Gene Oden , Geoff Salmon , Giulio Starace , Greg Brockman , Hadi Salman , Haiming Bao , Haitang Hu , Hannah Wong , Haoyu Wang , Heather Schmidt , Heather Whitney , Heewoo Jun , Hendrik Kirchner , Henrique Ponde de Oliveira Pinto , Hongyu Ren , Huiwen Chang , Hyung Won Chung , Ian Kivlichan , Ian O'Connell , Ian O'Connell , Ian Osband , Ian Silber , Ian Sohl , Ibrahim Okuyucu , Ikai Lan , Ilya Kostrikov , Ilya Sutskever , Ingmar Kanitscheider , Ishaan Gulrajani , Jacob Coxon , Jacob Menick , Jakub Pachocki , James Aung , James Betker , James Crooks , James Lennon , Jamie Kiros , Jan Leike , Jane Park , Jason Kwon , Jason Phang , Jason Teplitz , Jason Wei , Jason Wolfe , Jay Chen , Jeff Harris , Jenia Varavva , Jessica Gan Lee , Jessica Shieh , Ji Lin , Jiahui Yu , Jiayi Weng , Jie Tang , Jieqi Yu , Joanne Jang , Joaquin Quinonero Candela , Joe Beutler , Joe Landers , Joel Parish , Johannes Heidecke , John Schulman , Jonathan Lachman , Jonathan McKay , Jonathan Uesato , Jonathan Ward , Jong Wook Kim , Joost Huizinga , Jordan Sitkin , Jos Kraaijeveld , Josh Gross , Josh Kaplan , Josh Snyder , Joshua Achiam , Joy Jiao , Joyce Lee , Juntang Zhuang , Justyn Harriman , Kai Fricke , Kai Hayashi , Karan Singhal , Katy Shi , Kavin Karthik , Kayla Wood , Kendra Rimbach , Kenny Hsu , Kenny Nguyen , Keren Gu-Lemberg , Kevin Button , Kevin Liu , Kiel Howe , Krithika Muthukumar , Kyle Luther , Lama Ahmad , Larry Kai , Lauren Itow , Lauren Workman , Leher Pathak , Leo Chen , Li Jing , Lia Guy , Liam Fedus , Liang Zhou , Lien Mamitsuka , Lilian Weng , Lindsay McCallum , Lindsey Held , Long Ouyang , Louis Feuvrier , Lu Zhang , Lukas Kondraciuk , Lukasz Kaiser , Luke Hewitt , Luke Metz , Lyric Doshi , Mada Aflak , Maddie Simens , Madelaine Boyd , Madeleine Thompson , Marat Dukhan , Mark Chen , Mark Gray , Mark Hudnall , Marvin Zhang , Marwan Aljubeh , Mateusz Litwin , Matthew Zeng , Max Johnson , Maya Shetty , Mayank Gupta , Meghan Shah , Mehmet Yatbaz , Meng Jia Yang , Mengchao Zhong , Mia Glaese , Mianna Chen , Michael Janner , Michael Lampe , Michael Petrov , Michael Wu , Michele Wang , Michelle Fradin , Michelle Pokrass , Miguel Castro , Miguel Oom Temudo de Castro , Mikhail Pavlov , Miles Brundage , Miles Wang , Minal Khan , Mira Murati , Mo Bavarian , Molly Lin , Murat Yesildal , Nacho Soto , Natalia Gimelshein , Natalie Cone , Natalie Staudacher , Natalie Summers , Natan LaFontaine , Neil Chowdhury , Nick Ryder , Nick Stathas , Nick Turley , Nik Tezak , Niko Felix , Nithanth Kudige , Nitish Keskar , Noah Deutsch , Noel Bundick , Nora Puckett , Ofir Nachum , Ola Okelola , Oleg Boiko , Oleg Murk , Oliver Jaffe , Olivia Watkins , Olivier Godement , Owen Campbell-Moore , Patrick Chao , Paul McMillan , Pavel Belov , Peng Su , Peter Bak , Peter Bakkum , Peter Deng , Peter Dolan , Peter Hoeschele , Peter Welinder , Phil Tillet , Philip Pronin , Philippe Tillet , Prafulla Dhariwal , Qiming Yuan , Rachel Dias , Rachel Lim , Rahul Arora , Rajan Troll , Randall Lin , Rapha Gontijo Lopes , Raul Puri , Reah Miyara , Reimar Leike , Renaud Gaubert , Reza Zamani , Ricky Wang , Rob Donnelly , Rob Honsby , Rocky Smith , Rohan Sahai , Rohit Ramchandani , Romain Huet , Rory Carmichael , Rowan Zellers , Roy Chen , Ruby Chen , Ruslan Nigmatullin , Ryan Cheu , Saachi Jain , Sam Altman , Sam Schoenholz , Sam Toizer , Samuel Miserendino , Sandhini Agarwal , Sara Culver , Scott Ethersmith , Scott Gray , Sean Grove , Sean Metzger , Shamez Hermani , Shantanu Jain , Shengjia Zhao , Sherwin Wu , Shino Jomoto , Shirong Wu , Shuaiqi , Xia , Sonia Phene , Spencer Papay , Srinivas Narayanan , Steve Coffey , Steve Lee , Stewart Hall , Suchir Balaji , Tal Broda , Tal Stramer , Tao Xu , Tarun Gogineni , Taya Christianson , Ted Sanders , Tejal Patwardhan , Thomas Cunninghman , Thomas Degry , Thomas Dimson , Thomas Raoux , Thomas Shadwell , Tianhao Zheng , Todd Underwood , Todor Markov , Toki Sherbakov , Tom Rubin , Tom Stasi , Tomer Kaftan , Tristan Heywood , Troy Peterson , Tyce Walters , Tyna Eloundou , Valerie Qi , Veit Moeller , Vinnie Monaco , Vishal Kuo , Vlad Fomenko , Wayne Chang , Weiyi Zheng , Wenda Zhou , Wesam Manassra , Will Sheu , Wojciech Zaremba , Yash Patil , Yilei Qian , Yongjik Kim , Youlong Cheng , Yu Zhang , Yuchen He , Yuchen Zhang , Yujia Jin , Yunxing Dai , Yury Malkov

Large multimodal models (LMMs) extend large language models (LLMs) with multi-sensory skills, such as visual understanding, to achieve stronger generic intelligence. In this paper, we analyze the latest model, GPT-4V(ision), to deepen the…

Computer Vision and Pattern Recognition · Computer Science 2023-10-12 Zhengyuan Yang , Linjie Li , Kevin Lin , Jianfeng Wang , Chung-Ching Lin , Zicheng Liu , Lijuan Wang

Large language models (LLMs) have demonstrated a powerful ability to answer various queries as a general-purpose assistant. The continuous multi-modal large language models (MLLM) empower LLMs with the ability to perceive visual signals.…

Computation and Language · Computer Science 2024-01-05 Ziqiang Zheng , Yiwei Chen , Jipeng Zhang , Tuan-Anh Vu , Huimin Zeng , Yue Him Wong Tim , Sai-Kit Yeung

Recently, Multimodal Large Language Model (MLLM) represented by GPT-4V has been a new rising research hotspot, which uses powerful Large Language Models (LLMs) as a brain to perform multimodal tasks. The surprising emergent capabilities of…

Computer Vision and Pattern Recognition · Computer Science 2024-12-02 Shukang Yin , Chaoyou Fu , Sirui Zhao , Ke Li , Xing Sun , Tong Xu , Enhong Chen

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 rapid advancement of large language models, such as the Generative Pre-trained Transformer (GPT) series, has had significant implications across various disciplines. In this study, we investigate the potential of the state-of-the-art…

Computation and Language · Computer Science 2023-09-06 Yunhao Yang , Anshul Tomar

Previous learning-based vulnerability detection methods relied on either medium-sized pre-trained models or smaller neural networks from scratch. Recent advancements in Large Pre-Trained Language Models (LLMs) have showcased remarkable…

Software Engineering · Computer Science 2024-01-30 Xin Zhou , Ting Zhang , David Lo

Large Language Models (LLM) have recently been shown to perform well at various tasks from language understanding, reasoning, storytelling, and information search to theory of mind. In an extension of this work, we explore the ability of…

Computation and Language · Computer Science 2023-10-31 Nutchanon Yongsatianchot , Tobias Thejll-Madsen , Stacy Marsella

Large Audio Language Models (LALMs) integrate audio encoders with pretrained Large Language Models to perform complex multimodal reasoning tasks. While these models can generate Chain-of-Thought (CoT) explanations, the faithfulness of these…

Machine Learning · Computer Science 2026-03-20 Pooneh Mousavi , Lovenya Jain , Mirco Ravanelli , Cem Subakan

Large language models (LLMs) are a special class of pretrained language models obtained by scaling model size, pretraining corpus and computation. LLMs, because of their large size and pretraining on large volumes of text data, exhibit…

Computation and Language · Computer Science 2023-10-20 Katikapalli Subramanyam Kalyan

Large language models (LLMs) have exhibited remarkable capabilities across a variety of domains and tasks, challenging our understanding of learning and cognition. Despite the recent success, current LLMs are not capable of processing…

This work investigates two strategies for zero-shot non-intrusive speech assessment leveraging large language models. First, we explore the audio analysis capabilities of GPT-4o. Second, we propose GPT-Whisper, which uses Whisper as an…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-22 Ryandhimas E. Zezario , Sabato M. Siniscalchi , Hsin-Min Wang , Yu Tsao
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