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Frontier large language models (LLMs), such as GPT-5, Claude 4.5, Gemini 3, Llama 4, and DeepSeek-R1, represent a transformative class of AI tools capable of revolutionizing various aspects of healthcare by generating human-like responses…

Large Language Models (LLMs) have demonstrated surprising performance across various natural language processing tasks. Recently, medical LLMs enhanced with domain-specific knowledge have exhibited excellent capabilities in medical…

Computation and Language · Computer Science 2024-09-24 Jinqiang Wang , Huansheng Ning , Yi Peng , Qikai Wei , Daniel Tesfai , Wenwei Mao , Tao Zhu , Runhe Huang

Since the release of ChatGPT and GPT-4, large language models (LLMs) and multimodal large language models (MLLMs) have attracted widespread attention for their exceptional capabilities in understanding, reasoning, and generation,…

Computation and Language · Computer Science 2024-12-31 Hanguang Xiao , Feizhong Zhou , Xingyue Liu , Tianqi Liu , Zhipeng Li , Xin Liu , Xiaoxuan Huang

Modern artificial intelligence (AI) systems are powered by foundation models. This paper presents a new set of foundation models, called Llama 3. It is a herd of language models that natively support multilinguality, coding, reasoning, and…

Artificial Intelligence · Computer Science 2024-11-26 Aaron Grattafiori , Abhimanyu Dubey , Abhinav Jauhri , Abhinav Pandey , Abhishek Kadian , Ahmad Al-Dahle , Aiesha Letman , Akhil Mathur , Alan Schelten , Alex Vaughan , Amy Yang , Angela Fan , Anirudh Goyal , Anthony Hartshorn , Aobo Yang , Archi Mitra , Archie Sravankumar , Artem Korenev , Arthur Hinsvark , Arun Rao , Aston Zhang , Aurelien Rodriguez , Austen Gregerson , Ava Spataru , Baptiste Roziere , Bethany Biron , Binh Tang , Bobbie Chern , Charlotte Caucheteux , Chaya Nayak , Chloe Bi , Chris Marra , Chris McConnell , Christian Keller , Christophe Touret , Chunyang Wu , Corinne Wong , Cristian Canton Ferrer , Cyrus Nikolaidis , Damien Allonsius , Daniel Song , Danielle Pintz , Danny Livshits , Danny Wyatt , David Esiobu , Dhruv Choudhary , Dhruv Mahajan , Diego Garcia-Olano , Diego Perino , Dieuwke Hupkes , Egor Lakomkin , Ehab AlBadawy , Elina Lobanova , Emily Dinan , Eric Michael Smith , Filip Radenovic , Francisco Guzmán , Frank Zhang , Gabriel Synnaeve , Gabrielle Lee , Georgia Lewis Anderson , Govind Thattai , Graeme Nail , Gregoire Mialon , Guan Pang , Guillem Cucurell , Hailey Nguyen , Hannah Korevaar , Hu Xu , Hugo Touvron , Iliyan Zarov , Imanol Arrieta Ibarra , Isabel Kloumann , Ishan Misra , Ivan Evtimov , Jack Zhang , Jade Copet , Jaewon Lee , Jan Geffert , Jana Vranes , Jason Park , Jay Mahadeokar , Jeet Shah , Jelmer van der Linde , Jennifer Billock , Jenny Hong , Jenya Lee , Jeremy Fu , Jianfeng Chi , Jianyu Huang , Jiawen Liu , Jie Wang , Jiecao Yu , Joanna Bitton , Joe Spisak , Jongsoo Park , Joseph Rocca , Joshua Johnstun , Joshua Saxe , Junteng Jia , Kalyan Vasuden Alwala , Karthik Prasad , Kartikeya Upasani , Kate Plawiak , Ke Li , Kenneth Heafield , Kevin Stone , Khalid El-Arini , Krithika Iyer , Kshitiz Malik , Kuenley Chiu , Kunal Bhalla , Kushal Lakhotia , Lauren Rantala-Yeary , Laurens van der Maaten , Lawrence Chen , Liang Tan , Liz Jenkins , Louis Martin , Lovish Madaan , Lubo Malo , Lukas Blecher , Lukas Landzaat , Luke de Oliveira , Madeline Muzzi , Mahesh Pasupuleti , Mannat Singh , Manohar Paluri , Marcin Kardas , Maria Tsimpoukelli , Mathew Oldham , Mathieu Rita , Maya Pavlova , Melanie Kambadur , Mike Lewis , Min Si , Mitesh Kumar Singh , Mona Hassan , Naman Goyal , Narjes Torabi , Nikolay Bashlykov , Nikolay Bogoychev , Niladri Chatterji , Ning Zhang , Olivier Duchenne , Onur Çelebi , Patrick Alrassy , Pengchuan Zhang , Pengwei Li , Petar Vasic , Peter Weng , Prajjwal Bhargava , Pratik Dubal , Praveen Krishnan , Punit Singh Koura , Puxin Xu , Qing He , Qingxiao Dong , Ragavan Srinivasan , Raj Ganapathy , Ramon Calderer , Ricardo Silveira Cabral , Robert Stojnic , Roberta Raileanu , Rohan Maheswari , Rohit Girdhar , Rohit Patel , Romain Sauvestre , Ronnie Polidoro , Roshan Sumbaly , Ross Taylor , Ruan Silva , Rui Hou , Rui Wang , Saghar Hosseini , Sahana Chennabasappa , Sanjay Singh , Sean Bell , Seohyun Sonia Kim , Sergey Edunov , Shaoliang Nie , Sharan Narang , Sharath Raparthy , Sheng Shen , Shengye Wan , Shruti Bhosale , Shun Zhang , Simon Vandenhende , Soumya Batra , Spencer Whitman , Sten Sootla , Stephane Collot , Suchin Gururangan , Sydney Borodinsky , Tamar Herman , Tara Fowler , Tarek Sheasha , Thomas Georgiou , Thomas Scialom , Tobias Speckbacher , Todor Mihaylov , Tong Xiao , Ujjwal Karn , Vedanuj Goswami , Vibhor Gupta , Vignesh Ramanathan , Viktor Kerkez , Vincent Gonguet , Virginie Do , Vish Vogeti , Vítor Albiero , Vladan Petrovic , Weiwei Chu , Wenhan Xiong , Wenyin Fu , Whitney Meers , Xavier Martinet , Xiaodong Wang , Xiaofang Wang , Xiaoqing Ellen Tan , Xide Xia , Xinfeng Xie , Xuchao Jia , Xuewei Wang , Yaelle Goldschlag , Yashesh Gaur , Yasmine Babaei , Yi Wen , Yiwen Song , Yuchen Zhang , Yue Li , Yuning Mao , Zacharie Delpierre Coudert , Zheng Yan , Zhengxing Chen , Zoe Papakipos , Aaditya Singh , Aayushi Srivastava , Abha Jain , Adam Kelsey , Adam Shajnfeld , Adithya Gangidi , Adolfo Victoria , Ahuva Goldstand , Ajay Menon , Ajay Sharma , Alex Boesenberg , Alexei Baevski , Allie Feinstein , Amanda Kallet , Amit Sangani , Amos Teo , Anam Yunus , Andrei Lupu , Andres Alvarado , Andrew Caples , Andrew Gu , Andrew Ho , Andrew Poulton , Andrew Ryan , Ankit Ramchandani , Annie Dong , Annie Franco , Anuj Goyal , Aparajita Saraf , Arkabandhu Chowdhury , Ashley Gabriel , Ashwin Bharambe , Assaf Eisenman , Azadeh Yazdan , Beau James , Ben Maurer , Benjamin Leonhardi , Bernie Huang , Beth Loyd , Beto De Paola , Bhargavi Paranjape , Bing Liu , Bo Wu , Boyu Ni , Braden Hancock , Bram Wasti , Brandon Spence , Brani Stojkovic , Brian Gamido , Britt Montalvo , Carl Parker , Carly Burton , Catalina Mejia , Ce Liu , Changhan Wang , Changkyu Kim , Chao Zhou , Chester Hu , Ching-Hsiang Chu , Chris Cai , Chris Tindal , Christoph Feichtenhofer , Cynthia Gao , Damon Civin , Dana Beaty , Daniel Kreymer , Daniel Li , David Adkins , David Xu , Davide Testuggine , Delia David , Devi Parikh , Diana Liskovich , Didem Foss , Dingkang Wang , Duc Le , Dustin Holland , Edward Dowling , Eissa Jamil , Elaine Montgomery , Eleonora Presani , Emily Hahn , Emily Wood , Eric-Tuan Le , Erik Brinkman , Esteban Arcaute , Evan Dunbar , Evan Smothers , Fei Sun , Felix Kreuk , Feng Tian , Filippos Kokkinos , Firat Ozgenel , Francesco Caggioni , Frank Kanayet , Frank Seide , Gabriela Medina Florez , Gabriella Schwarz , Gada Badeer , Georgia Swee , Gil Halpern , Grant Herman , Grigory Sizov , Guangyi , Zhang , Guna Lakshminarayanan , Hakan Inan , Hamid Shojanazeri , Han Zou , Hannah Wang , Hanwen Zha , Haroun Habeeb , Harrison Rudolph , Helen Suk , Henry Aspegren , Hunter Goldman , Hongyuan Zhan , Ibrahim Damlaj , Igor Molybog , Igor Tufanov , Ilias Leontiadis , Irina-Elena Veliche , Itai Gat , Jake Weissman , James Geboski , James Kohli , Janice Lam , Japhet Asher , Jean-Baptiste Gaya , Jeff Marcus , Jeff Tang , Jennifer Chan , Jenny Zhen , Jeremy Reizenstein , Jeremy Teboul , Jessica Zhong , Jian Jin , Jingyi Yang , Joe Cummings , Jon Carvill , Jon Shepard , Jonathan McPhie , Jonathan Torres , Josh Ginsburg , Junjie Wang , Kai Wu , Kam Hou U , Karan Saxena , Kartikay Khandelwal , Katayoun Zand , Kathy Matosich , Kaushik Veeraraghavan , Kelly Michelena , Keqian Li , Kiran Jagadeesh , Kun Huang , Kunal Chawla , Kyle Huang , Lailin Chen , Lakshya Garg , Lavender A , Leandro Silva , Lee Bell , Lei Zhang , Liangpeng Guo , Licheng Yu , Liron Moshkovich , Luca Wehrstedt , Madian Khabsa , Manav Avalani , Manish Bhatt , Martynas Mankus , Matan Hasson , Matthew Lennie , Matthias Reso , Maxim Groshev , Maxim Naumov , Maya Lathi , Meghan Keneally , Miao Liu , Michael L. Seltzer , Michal Valko , Michelle Restrepo , Mihir Patel , Mik Vyatskov , Mikayel Samvelyan , Mike Clark , Mike Macey , Mike Wang , Miquel Jubert Hermoso , Mo Metanat , Mohammad Rastegari , Munish Bansal , Nandhini Santhanam , Natascha Parks , Natasha White , Navyata Bawa , Nayan Singhal , Nick Egebo , Nicolas Usunier , Nikhil Mehta , Nikolay Pavlovich Laptev , Ning Dong , Norman Cheng , Oleg Chernoguz , Olivia Hart , Omkar Salpekar , Ozlem Kalinli , Parkin Kent , Parth Parekh , Paul Saab , Pavan Balaji , Pedro Rittner , Philip Bontrager , Pierre Roux , Piotr Dollar , Polina Zvyagina , Prashant Ratanchandani , Pritish Yuvraj , Qian Liang , Rachad Alao , Rachel Rodriguez , Rafi Ayub , Raghotham Murthy , Raghu Nayani , Rahul Mitra , Rangaprabhu Parthasarathy , Raymond Li , Rebekkah Hogan , Robin Battey , Rocky Wang , Russ Howes , Ruty Rinott , Sachin Mehta , Sachin Siby , Sai Jayesh Bondu , Samyak Datta , Sara Chugh , Sara Hunt , Sargun Dhillon , Sasha Sidorov , Satadru Pan , Saurabh Mahajan , Saurabh Verma , Seiji Yamamoto , Sharadh Ramaswamy , Shaun Lindsay , Shaun Lindsay , Sheng Feng , Shenghao Lin , Shengxin Cindy Zha , Shishir Patil , Shiva Shankar , Shuqiang Zhang , Shuqiang Zhang , Sinong Wang , Sneha Agarwal , Soji Sajuyigbe , Soumith Chintala , Stephanie Max , Stephen Chen , Steve Kehoe , Steve Satterfield , Sudarshan Govindaprasad , Sumit Gupta , Summer Deng , Sungmin Cho , Sunny Virk , Suraj Subramanian , Sy Choudhury , Sydney Goldman , Tal Remez , Tamar Glaser , Tamara Best , Thilo Koehler , Thomas Robinson , Tianhe Li , Tianjun Zhang , Tim Matthews , Timothy Chou , Tzook Shaked , Varun Vontimitta , Victoria Ajayi , Victoria Montanez , Vijai Mohan , Vinay Satish Kumar , Vishal Mangla , Vlad Ionescu , Vlad Poenaru , Vlad Tiberiu Mihailescu , Vladimir Ivanov , Wei Li , Wenchen Wang , Wenwen Jiang , Wes Bouaziz , Will Constable , Xiaocheng Tang , Xiaojian Wu , Xiaolan Wang , Xilun Wu , Xinbo Gao , Yaniv Kleinman , Yanjun Chen , Ye Hu , Ye Jia , Ye Qi , Yenda Li , Yilin Zhang , Ying Zhang , Yossi Adi , Youngjin Nam , Yu , Wang , Yu Zhao , Yuchen Hao , Yundi Qian , Yunlu Li , Yuzi He , Zach Rait , Zachary DeVito , Zef Rosnbrick , Zhaoduo Wen , Zhenyu Yang , Zhiwei Zhao , Zhiyu Ma

Recent research has highlighted the potential of large language models (LLMs) to improve their problem-solving capabilities with the aid of suitable external tools. In our work, we further advance this concept by introducing a closed-loop…

Machine Learning · Computer Science 2024-03-12 Tianle Cai , Xuezhi Wang , Tengyu Ma , Xinyun Chen , Denny Zhou

The rise of Large Language Models (LLMs), such as LLaMA and ChatGPT, has opened new opportunities for enhancing recommender systems through improved explainability. This paper provides a systematic literature review focused on leveraging…

Information Retrieval · Computer Science 2025-01-22 Alan Said

The telecommunications and networking domain stands at the precipice of a transformative era, driven by the necessity to manage increasingly complex, hierarchical, multi administrative domains (i.e., several operators on the same path) and…

Networking and Internet Architecture · Computer Science 2025-06-30 Viswanath Kumarskandpriya , Abdulhalim Dandoush , Abbas Bradai , Ali Belgacem

Deploying Large Language Models (LLMs) for question answering (QA) over lengthy contexts is a significant challenge. In industrial settings, this process is often hindered by high computational costs and latency, especially when multiple…

Computation and Language · Computer Science 2025-09-29 Xiliang Zhu , Shi Zong , David Rossouw

Large Language Models (LLMs) have demonstrated exceptional natural language understanding abilities and have excelled in a variety of natural language processing (NLP)tasks in recent years. Despite the fact that most LLMs are trained…

Computation and Language · Computer Science 2023-10-25 Xiang Zhang , Senyu Li , Bradley Hauer , Ning Shi , Grzegorz Kondrak

Despite the continued research and progress in building secure systems, Android applications continue to be ridden with vulnerabilities, necessitating effective detection methods. Current strategies involving static and dynamic analysis…

Cryptography and Security · Computer Science 2024-02-14 Noble Saji Mathews , Yelizaveta Brus , Yousra Aafer , Meiyappan Nagappan , Shane McIntosh

Edge devices such as smartwatches and smart glasses cannot continuously run even the smallest 100M-1B parameter language models due to power and compute constraints, yet cloud inference introduces multi-second latencies that break the…

Computation and Language · Computer Science 2026-04-22 Wen Cheng , Tuochao Chen , Karim Helwani , Sriram Srinivasan , Luke Zettlemoyer , Shyamnath Gollakota

The disruptive technology provided by large-scale pre-trained language models (LLMs) such as ChatGPT or GPT-4 has received significant attention in several application domains, often with an emphasis on high-level opportunities and…

Human-Computer Interaction · Computer Science 2023-06-27 Philippe J. Giabbanelli

Language modeling has witnessed remarkable advancements in recent years, with Large Language Models (LLMs) like ChatGPT setting unparalleled benchmarks in human-like text generation. However, a prevailing limitation is the…

Computation and Language · Computer Science 2023-11-13 Abhinand Balachandran

Large language models (LLMs) need to serve everyone, including a global majority of non-English speakers. However, most LLMs today, and open LLMs in particular, are often intended for use in just English (e.g. Llama2, Mistral) or a small…

Computation and Language · Computer Science 2024-07-19 Carolin Holtermann , Paul Röttger , Timm Dill , Anne Lauscher

Real-world simultaneous machine translation (SimulMT) systems face more challenges than just the quality-latency trade-off. They also need to address issues related to robustness with noisy input, processing long contexts, and flexibility…

Computation and Language · Computer Science 2025-11-18 Minghan Wang , Jinming Zhao , Thuy-Trang Vu , Fatemeh Shiri , Ehsan Shareghi , Gholamreza Haffari

This paper presents MobQA, a benchmark dataset designed to evaluate the semantic understanding capabilities of large language models (LLMs) for human mobility data through natural language question answering. While existing models excel at…

Computation and Language · Computer Science 2025-08-18 Hikaru Asano , Hiroki Ouchi , Akira Kasuga , Ryo Yonetani

Large language models (LLMs) have garnered significant attention across various research disciplines, including the wireless communication community. There have been several heated discussions on the intersection of LLMs and wireless…

Signal Processing · Electrical Eng. & Systems 2024-07-16 Yuyang Du , Hongyu Deng , Soung Chang Liew , Kexin Chen , Yulin Shao , He Chen

Given the advancements in conversational artificial intelligence, the evaluation and assessment of Large Language Models (LLMs) play a crucial role in ensuring optimal performance across various conversational tasks. In this paper, we…

Large Language Models (LLMs) have garnered significant attention due to their remarkable ability to process information across various languages. Despite their capabilities, they exhibit inconsistencies in handling identical queries in…

Computation and Language · Computer Science 2024-06-24 Yue Huang , Chenrui Fan , Yuan Li , Siyuan Wu , Tianyi Zhou , Xiangliang Zhang , Lichao Sun

Large language models (LLMs) such as ChatGPT have received immense interest for their general-purpose language understanding and, in particular, their ability to generate high-quality text or computer code. For many professions, LLMs…

Computation and Language · Computer Science 2024-04-03 Simon Frieder , Julius Berner , Philipp Petersen , Thomas Lukasiewicz
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