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The use of Large Language Models (LLMs) in mathematical reasoning has become a cornerstone of related research, demonstrating the intelligence of these models and enabling potential practical applications through their advanced performance,…

Computation and Language · Computer Science 2024-12-20 Kathrin Seßler , Yao Rong , Emek Gözlüklü , Enkelejda Kasneci

Large-language models (LLMs) hold significant promise in improving human-robot interaction, offering advanced conversational skills and versatility in managing diverse, open-ended user requests in various tasks and domains. Despite the…

Robotics · Computer Science 2024-01-09 Callie Y. Kim , Christine P. Lee , Bilge Mutlu

This paper introduces a new hybrid framework that combines Reinforcement Learning (RL) and Large Language Models (LLMs) to improve robotic manipulation tasks. By utilizing RL for accurate low-level control and LLMs for high level task…

Robotics · Computer Science 2026-04-01 Md Saad , Sajjad Hussain , Mohd Suhaib

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

The convergence of embodied agents and large language models (LLMs) has brought significant advancements to embodied instruction following. Particularly, the strong reasoning capabilities of LLMs make it possible for robots to perform…

Reasoning models are the new generation of Large Language Models (LLMs) capable of complex problem solving. Their reliability in solving introductory physics problems was tested by evaluating a sample of n = 5 solutions generated by one…

Physics Education · Physics 2025-08-29 Amir Bralin , N. Sanjay Rebello

This thesis introduces "Embodied Spatial Intelligence" to address the challenge of creating robots that can perceive and act in the real world based on natural language instructions. To bridge the gap between Large Language Models (LLMs)…

Robotics · Computer Science 2025-09-03 Jiading Fang

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…

Mediation is a dispute resolution method featuring a neutral third-party (mediator) who intervenes to help the individuals resolve their dispute. In this paper, we investigate to which extent large language models (LLMs) are able to act as…

Human-Computer Interaction · Computer Science 2024-10-10 Jinzhe Tan , Hannes Westermann , Nikhil Reddy Pottanigari , Jaromír Šavelka , Sébastien Meeùs , Mia Godet , Karim Benyekhlef

Large language models enable unscripted conversations while maintaining a consistent personality. One desirable personality trait in cooperative partners, known to improve task performance, is agreeableness. To explore the impact of large…

Human-Computer Interaction · Computer Science 2025-12-09 Dennis Becker , Kyra Ahrens , Connor Gäde , Erik Strahl , Stefan Wermter

Large vision-language models have recently demonstrated impressive performance in planning and control tasks, driving interest in their application to real-world robotics. However, deploying these models for reasoning in embodied contexts…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Karmesh Yadav , Yusuf Ali , Gunshi Gupta , Yarin Gal , Zsolt Kira

Embodied agents tasked with complex scenarios, whether in real or simulated environments, rely heavily on robust planning capabilities. When instructions are formulated in natural language, large language models (LLMs) equipped with…

While large language models (LLMs) have shown great potential across various domains, their applications in robotics remain largely limited to static prompt-based behaviors and still face challenges in complex tasks under zero-shot or…

Recent 3D Large-Language Models (3D-LLMs) claim to understand 3D worlds, especially spatial relationships among objects. Yet, we find that simply fine-tuning a language model on text-only question-answer pairs can perform comparably or even…

Computation and Language · Computer Science 2026-03-26 Xianzheng Ma , Tao Sun , Shuai Chen , Yash Bhalgat , Jindong Gu , Angel X Chang , Iro Armeni , Iro Laina , Songyou Peng , Victor Adrian Prisacariu

To achieve natural and intuitive interaction with people, HRI frameworks combine a wide array of methods for human perception, intention communication, human-aware navigation and collaborative action. In practice, when encountering…

As large language models (LLMs) evolve, their integration with 3D spatial data (3D-LLMs) has seen rapid progress, offering unprecedented capabilities for understanding and interacting with physical spaces. This survey provides a…

Large Language Models (LLMs) have emerged as transformative tools for natural language understanding and user intent resolution, enabling tasks such as translation, summarization, and, increasingly, the orchestration of complex workflows.…

Software Engineering · Computer Science 2025-11-12 Justus Flerlage , Alexander Acker , Odej Kao

Existing tasks fall short in evaluating reasoning ability of Large Language Models (LLMs) in an interactive, unknown environment. This deficiency leads to the isolated assessment of deductive, inductive, and abductive reasoning, neglecting…

Artificial Intelligence · Computer Science 2026-05-07 Congchi Yin , Tianyi Wu , Yankai Shu , Alex Gu , Yunhan Wang , Jun Shao , Xun Jiang , Piji Li

This paper combines two contributions. First, we introduce an extension of the Meta-World benchmark, which we call "Language-World," which allows a large language model to operate in a simulated robotic environment using semi-structured…

Machine Learning · Computer Science 2023-10-27 K. R. Zentner , Ryan Julian , Brian Ichter , Gaurav S. Sukhatme

The rapid development of Large Language Models (LLMs) creates an exciting potential for flexible, general knowledge-driven Human-Robot Interaction (HRI) systems for assistive robots. Existing HRI systems demonstrate great progress in…

Robotics · Computer Science 2025-07-22 Jens V. Rüppel , Andrey Rudenko , Tim Schreiter , Martin Magnusson , Achim J. Lilienthal