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Arthur Szlam , Susan Hao , Paul Kishan Rubenstein , Metin Toksoz-Exley , Miranda Aperghis , Yin Zhong , Junwhan Ahn , Michael Isard , Olivier Lacombe , Florian Luisier , Chrysovalantis Anastasiou , Yogesh Kalley , Utsav Prabhu , Emma Dunleavy , Shaan Bijwadia , Justin Mao-Jones , Kelly Chen , Rama Pasumarthi , Emily Wood , Adil Dostmohamed , Nate Hurley , Jiri Simsa , Alicia Parrish , Mantas Pajarskas , Matt Harvey , Ondrej Skopek , Yony Kochinski , Javier Rey , Verena Rieser , Denny Zhou , Sun Jae Lee , Trilok Acharya , Guowang Li , Joe Jiang , Xiaofan Zhang , Bryant Gipson , Ethan Mahintorabi , Marco Gelmi , Nima Khajehnouri , Angel Yeh , Kayi Lee , Loic Matthey , Leslie Baker , Trang Pham , Han Fu , Alex Pak , Prakhar Gupta , Cristina Vasconcelos , Adam Sadovsky , Brian Walker , Sissie Hsiao , Patrik Zochbauer , Andreea Marzoca , Noam Velan , Junhao Zeng , Gilles Baechler , Danny Driess , Divya Jain , Yanping Huang , Lizzie Tao , John Maggs , Nir Levine , Jon Schneider , Erika Gemzer , Samuel Petit , Shan Han , Zach Fisher , Dustin Zelle , Courtney Biles , Eugene Ie , Asya Fadeeva , Casper Liu , Juliana Vicente Franco , Adrian Collister , Hao Zhang , Renshen Wang , Ruizhe Zhao , Leandro Kieliger , Kurt Shuster , Rui Zhu , Boqing Gong , Lawrence Chan , Ruoxi Sun , Sujoy Basu , Roland Zimmermann , Jamie Hayes , Abhishek Bapna , Jasper Snoek , Weel Yang , Puranjay Datta , Jad Al Abdallah , Kevin Kilgour , Lu Li , SQ Mah , Yennie Jun , Morgane Rivière , Abhijit Karmarkar , Tammo Spalink , Tao Huang , Lucas Gonzalez , Duc-Hieu Tran , Averi Nowak , John Palowitch , Martin Chadwick , Ellie Talius , Harsh Mehta , Thibault Sellam , Philipp Fränken , Massimo Nicosia , Kyle He , Aditya Kini , David Amos , Sugato Basu , Harrison Jobe , Eleni Shaw , Qiantong Xu , Colin Evans , Daisuke Ikeda , Chaochao Yan , Larry Jin , Lun Wang , Sachin Yadav , Ilia Labzovsky , Ramesh Sampath , Ada Ma , Candice Schumann , Aditya Siddhant , Rohin Shah , John Youssef , Rishabh Agarwal , Natalie Dabney , Alessio Tonioni , Moran Ambar , Jing Li , Isabelle Guyon , Benny Li , David Soergel , Boya Fang , Georgi Karadzhov , Cristian Udrescu , Trieu Trinh , Vikas Raunak , Seb Noury , Dee Guo , Sonal Gupta , Mara Finkelstein , Denis Petek , Lihao Liang , Greg Billock , Pei Sun , David Wood , Yiwen Song , Xiaobin Yu , Tatiana Matejovicova , Regev Cohen , Kalyan Andra , David D'Ambrosio , Zhiwei Deng , Vincent Nallatamby , Ebrahim Songhori , Rumen Dangovski , Andrew Lampinen , Pankil Botadra , Adam Hillier , Jiawei Cao , Nagabhushan Baddi , Adhi Kuncoro , Toshihiro Yoshino , Ankit Bhagatwala , Marcáurelio Ranzato , Rylan Schaeffer , Tianlin Liu , Shuai Ye , Obaid Sarvana , John Nham , Chenkai Kuang , Isabel Gao , Jinoo Baek , Shubham Mittal , Ayzaan Wahid , Anita Gergely , Bin Ni , Josh Feldman , Carrie Muir , Pascal Lamblin , Wolfgang Macherey , Ethan Dyer , Logan Kilpatrick , Víctor Campos , Mukul Bhutani , Stanislav Fort , Yanif Ahmad , Aliaksei Severyn , Kleopatra Chatziprimou , Oleksandr Ferludin , Mason Dimarco , Aditya Kusupati , Joe Heyward , Dan Bahir , Kevin Villela , Katie Millican , Dror Marcus , Sanaz Bahargam , Caglar Unlu , Nicholas Roth , Zichuan Wei , Siddharth Gopal , Deepanway Ghoshal , Edward Lee , Sharon Lin , Jennie Lees , Dayeong Lee , Anahita Hosseini , Connie Fan , Seth Neel , Marcus Wu , Yasemin Altun , Honglong Cai , Enrique Piqueras , Josh Woodward , Alessandro Bissacco , Salem Haykal , Mahyar Bordbar , Prasha Sundaram , Sarah Hodkinson , Daniel Toyama , George Polovets , Austin Myers , Anu Sinha , Tomer Levinboim , Kashyap Krishnakumar , Rachita Chhaparia , Tatiana Sholokhova , Nitesh Bharadwaj Gundavarapu , Ganesh Jawahar , Haroon Qureshi , Jieru Hu , Nikola Momchev , Matthew Rahtz , Renjie Wu , Aishwarya P S , Kedar Dhamdhere , Meiqi Guo , Umang Gupta , Ali Eslami , Mariano Schain , Michiel Blokzijl , David Welling , Dave Orr , Levent Bolelli , Nicolas Perez-Nieves , Mikhail Sirotenko , Aman Prasad , Arjun Kar , Borja De Balle Pigem , Tayfun Terzi , Gellért Weisz , Dipankar Ghosh , Aditi Mavalankar , Dhruv Madeka , Kaspar Daugaard , Hartwig Adam , Viraj Shah , Dana Berman , Maggie Tran , Steven Baker , Ewa Andrejczuk , Grishma Chole , Ganna Raboshchuk , Mahdi Mirzazadeh , Thais Kagohara , Shimu Wu , Christian Schallhart , Bernett Orlando , Chen Wang , Alban Rrustemi , Hao Xiong , Hao Liu , Arpi Vezer , Nolan Ramsden , Shuo-yiin Chang , Sidharth Mudgal , Yan Li , Nino Vieillard , Yedid Hoshen , Farooq Ahmad , Ambrose Slone , Amy Hua , Natan Potikha , Mirko Rossini , Jon Stritar , Sushant Prakash , Zifeng Wang , Xuanyi Dong , Alireza Nazari , Efrat Nehoran , Kaan Tekelioglu , Yinxiao Li , Kartikeya Badola , Tom Funkhouser , Yuanzhen Li , Varun Yerram , Ramya Ganeshan , Daniel Formoso , Karol Langner , Tian Shi , Huijian Li , Yumeya Yamamori , Amayika Panda , Alaa Saade , Angelo Scorza Scarpati , Chris Breaux , CJ Carey , Zongwei Zhou , Cho-Jui Hsieh , Sophie Bridgers , Alena Butryna , Nishesh Gupta , Vaibhav Tulsyan , Sanghyun Woo , Evgenii Eltyshev , Will Grathwohl , Chanel Parks , Seth Benjamin , Rina Panigrahy , Shenil Dodhia , Daniel De Freitas , Chris Sauer , Will Song , Ferran Alet , Jackson Tolins , Cosmin Paduraru , Xingyi Zhou , Brian Albert , Zizhao Zhang , Lei Shu , Mudit Bansal , Sarah Nguyen , Amir Globerson , Owen Xiao , James Manyika , Tom Hennigan , Rong Rong , Josip Matak , Anton Bakalov , Ankur Sharma , Danila Sinopalnikov , Andrew Pierson , Stephen Roller , Geoff Brown , Mingcen Gao , Toshiyuki Fukuzawa , Amin Ghafouri , Kenny Vassigh , Iain Barr , Zhicheng Wang , Anna Korsun , Rajesh Jayaram , Lijie Ren , Tim Zaman , Samira Khan , Yana Lunts , Dan Deutsch , Dave Uthus , Nitzan Katz , Masha Samsikova , Amr Khalifa , Nikhil Sethi , Jiao Sun , Luming Tang , Uri Alon , Xianghong Luo , Dian Yu , Abhishek Nayyar , Bryce Petrini , Will Truong , Vincent Hellendoorn , Nikolai Chinaev , Chris Alberti , Wei Wang , Jingcao Hu , Vahab Mirrokni , Ananth Balashankar , Avia Aharon , Aahil Mehta , Ahmet Iscen , Joseph Kready , Lucas Manning , Anhad Mohananey , Yuankai Chen , Anshuman Tripathi , Allen Wu , Igor Petrovski , Dawsen Hwang , Martin Baeuml , Shreyas Chandrakaladharan , Yuan Liu , Rey Coaguila , Maxwell Chen , Sally Ma , Pouya Tafti , Susheel Tatineni , Terry Spitz , Jiayu Ye , Paul Vicol , Mihaela Rosca , Adrià Puigdomènech , Zohar Yahav , Sanjay Ghemawat , Hanzhao Lin , Phoebe Kirk , Zaid Nabulsi , Sergey Brin , Bernd Bohnet , Ken Caluwaerts , Aditya Srikanth Veerubhotla , Dan Zheng , Zihang Dai , Petre Petrov , Yichong Xu , Ramin Mehran , Zhuo Xu , Luisa Zintgraf , Jiho Choi , Spurthi Amba Hombaiah , Romal Thoppilan , Sashank Reddi , Lukasz Lew , Li Li , Kellie Webster , KP Sawhney , Lampros Lamprou , Siamak Shakeri , Mayank Lunayach , Jianmin Chen , Sumit Bagri , Alex Salcianu , Ying Chen , Yani Donchev , Charlotte Magister , Signe Nørly , Vitor Rodrigues , Tomas Izo , Hila Noga , Joe Zou , Thomas Köppe , Wenxuan Zhou , Kenton Lee , Xiangzhu Long , Danielle Eisenbud , Anthony Chen , Connor Schenck , Chi Ming To , Peilin Zhong , Emanuel Taropa , Minh Truong , Omer Levy , Danilo Martins , Zhiyuan Zhang , Christopher Semturs , Kelvin Zhang , Alex Yakubovich , Pol Moreno , Lara McConnaughey , Di Lu , Sam Redmond , Lotte Weerts , Yonatan Bitton , Tiziana Refice , Nicolas Lacasse , Arthur Conmy , Corentin Tallec , Julian Odell , Hannah Forbes-Pollard , Arkadiusz Socala , Jonathan Hoech , Pushmeet Kohli , Alanna Walton , Rui Wang , Mikita Sazanovich , Kexin Zhu , Andrei Kapishnikov , Rich Galt , Matthew Denton , Ben Murdoch , Caitlin Sikora , Kareem Mohamed , Wei Wei , Uri First , Tim McConnell , Luis C. Cobo , James Qin , Thi Avrahami , Daniel Balle , Yu Watanabe , Annie Louis , Adam Kraft , Setareh Ariafar , Yiming Gu , Eugénie Rives , Charles Yoon , Andrei Rusu , James Cobon-Kerr , Chris Hahn , Jiaming Luo , Yuvein , Zhu , Niharika Ahuja , Rodrigo Benenson , Raphaël Lopez Kaufman , Honglin Yu , Lloyd Hightower , Junlin Zhang , Darren Ni , Lisa Anne Hendricks , Gabby Wang , Gal Yona , Lalit Jain , Pablo Barrio , Surya Bhupatiraju , Siva Velusamy , Allan Dafoe , Sebastian Riedel , Tara Thomas , Zhe Yuan , Mathias Bellaiche , Sheena Panthaplackel , Klemen Kloboves , Sarthak Jauhari , Canfer Akbulut , Todor Davchev , Evgeny Gladchenko , David Madras , Aleksandr Chuklin , Tyrone Hill , Quan Yuan , Mukundan Madhavan , Luke Leonhard , Dylan Scandinaro , Qihang Chen , Ning Niu , Arthur Douillard , Bogdan Damoc , Yasumasa Onoe , Fabian Pedregosa , Fred Bertsch , Chas Leichner , Joseph Pagadora , Jonathan Malmaud , Sameera Ponda , Andy Twigg , Oleksii Duzhyi , Jingwei Shen , Miaosen Wang , Roopal Garg , Jing Chen , Utku Evci , Jonathan Lee , Leon Liu , Koji Kojima , Masa Yamaguchi , Arunkumar Rajendran , AJ Piergiovanni , Vinodh Kumar Rajendran , Marco Fornoni , Gabriel Ibagon , Harry Ragan , Sadh MNM Khan , John Blitzer , Andrew Bunner , Guan Sun , Takahiro Kosakai , Scott Lundberg , Ndidi Elue , Kelvin Guu , SK Park , Jane Park , Arunachalam Narayanaswamy , Chengda Wu , Jayaram Mudigonda , Trevor Cohn , Hairong Mu , Ravi Kumar , Laura Graesser , Yichi Zhang , Richard Killam , Vincent Zhuang , Mai Giménez , Wael Al Jishi , Ruy Ley-Wild , Alex Zhai , Kazuki Osawa , Diego Cedillo , Jialu Liu , Mayank Upadhyay , Marcin Sieniek , Roshan Sharma , Tom Paine , Anelia Angelova , Sravanti Addepalli , Carolina Parada , Kingshuk Majumder , Avery Lamp , Sanjiv Kumar , Xiang Deng , Artiom Myaskovsky , Tea Sabolić , Jeffrey Dudek , Sarah York , Félix de Chaumont Quitry , Jiazhong Nie , Dee Cattle , Alok Gunjan , Bilal Piot , Waleed Khawaja , Seojin Bang , Simon Wang , Siavash Khodadadeh , Raghavender R , Praynaa Rawlani , Richard Powell , Kevin Lee , Johannes Griesser , GS Oh , Cesar Magalhaes , Yujia Li , Simon Tokumine , Hadas Natalie Vogel , Dennis Hsu , Arturo BC , Disha Jindal , Matan Cohen , Zi Yang , Junwei Yuan , Dario de Cesare , Tony Bruguier , Jun Xu , Monica Roy , Alon Jacovi , Dan Belov , Rahul Arya , Phoenix Meadowlark , Shlomi Cohen-Ganor , Wenting Ye , Patrick Morris-Suzuki , Praseem Banzal , Gan Song , Pranavaraj Ponnuramu , Fred Zhang , George Scrivener , Salah Zaiem , Alif Raditya Rochman , Kehang Han , Badih Ghazi , Kate Lee , Shahar Drath , Daniel Suo , Antonious Girgis , Pradeep Shenoy , Duy Nguyen , Douglas Eck , Somit Gupta , Le Yan , Joao Carreira , Anmol Gulati , Ruoxin Sang , Daniil Mirylenka , Emma Cooney , Edward Chou , Mingyang Ling , Cindy Fan , Ben Coleman , Guilherme Tubone , Ravin Kumar , Jason Baldridge , Felix Hernandez-Campos , Angeliki Lazaridou , James Besley , Itay Yona , Neslihan Bulut , Quentin Wellens , AJ Pierigiovanni , Jasmine George , Richard Green , Pu Han , Connie Tao , Geoff Clark , Chong You , Abbas Abdolmaleki , Justin Fu , Tongzhou Chen , Ashwin Chaugule , Angad Chandorkar , Altaf Rahman , Will Thompson , Penporn Koanantakool , Mike Bernico , Jie Ren , Andrey Vlasov , Sergei Vassilvitskii , Maciej Kula , Yizhong Liang , Dahun Kim , Yangsibo Huang , Chengxi Ye , Dmitry Lepikhin , Wesley Helmholz
Understanding the limitations of Large Language Models, or LLMs, in mathematical reasoning has been the focus of several recent studies. However, the majority of these studies use the same datasets for benchmarking, which limits the…
Large Language Models (LLMs) have exhibited remarkable performance on various Natural Language Processing (NLP) tasks. However, there is a current hot debate regarding their reasoning capacity. In this paper, we examine the performance of…
Computation and Language · Computer Science
2023-09-21
Jessica López Espejel , El Hassane Ettifouri , Mahaman Sanoussi Yahaya Alassan , El Mehdi Chouham , Walid Dahhane
Balancing performance and efficiency is a central challenge in large language model (LLM) advancement. GPT-5 addresses this with test-time routing, dynamically assigning queries to either an efficient or a high-capacity model during…
Computation and Language · Computer Science
2025-10-23
Yiqun Zhang , Hao Li , Jianhao Chen , Hangfan Zhang , Peng Ye , Lei Bai , Shuyue Hu
Large language models have made substantial progress in mathematical reasoning. However, benchmark development for multilingual evaluation has lagged behind English in both difficulty and recency. Recently, GSM-Symbolic showed a strong…
Computation and Language · Computer Science
2026-04-29
Tianyi Xu , Kosei Uemura , Alfred Malengo Kondoro , Tadesse Destaw Belay , Catherine Nana Nyaah Essuman , Ifeoma Okoh , Ganiyat Afolabi , Ayodele Awokoya , David Ifeoluwa Adelani
Emotion recognition capabilities in multimodal AI systems are crucial for developing culturally responsive educational technologies, yet remain underexplored for Arabic language contexts where culturally appropriate learning tools are…
Computation and Language · Computer Science
2025-09-05
Bushra Asseri , Estabraq Abdelaziz , Maha Al Mogren , Tayef Alhefdhi , Areej Al-Wabil
While large language models are trained on massive datasets, this data is heavily skewed towards English. Does their impressive performance reflect genuine ability or just this data advantage? To find out, we tested them in a setting where…
We present PlotChain, a deterministic, generator-based benchmark for evaluating multimodal large language models (MLLMs) on engineering plot reading-recovering quantitative values from classic plots (e.g., Bode/FFT, step response,…
Large language models (LLMs) have recently achieved remarkable success in generating rigorous mathematical proofs, with "AI for Math" emerging as a vibrant field of research (Ju et al., 2026). While these models have mastered…
Artificial Intelligence · Computer Science
2026-03-10
Lve Meng , Weilong Zhao , Yanzhi Zhang , Haoxiang Guan , Jiyan He
An earlier paper (Hong, Potteiger, and Zapata 2026) established that an unoptimized GPT 4.1 prompt predicts fan-reported experience ratings within one point 67% of the time from open-ended survey text. This paper tests the relative impact…
Computation and Language · Computer Science
2026-04-22
Andrew Hong , Jason Potteiger , Luis E. Zapata
Large language models (LLMs) have shown promise in transforming machine learning research, yet their capability to faithfully implement novel ideas from recent research papers-ideas unseen during pretraining-remains unclear. We introduce…
Artificial Intelligence · Computer Science
2025-06-04
Tianyu Hua , Harper Hua , Violet Xiang , Benjamin Klieger , Sang T. Truong , Weixin Liang , Fan-Yun Sun , Nick Haber
We compile 129 heterogeneous LLM prompt datasets (>1.22 TB, >673M instances) into a structured taxonomy and conduct a multi-level linguistic analysis (lexical, syntactic, and semantic) on seven representative corpora, surfacing systematic…
This study presents the first examination of the ability of Large Language Models (LLMs) to follow reasoning strategies that are used to guide Automated Theorem Provers (ATPs). We evaluate the performance of GPT4, GPT3.5 Turbo and Google's…
We present a robust ensemble-based system for multilingual multimodal reasoning, designed for the ImageCLEF 2025 EXAMS V challenge. Our approach integrates Gemini 2.5 Flash for visual description, Gemini 1.5 Pro for caption refinement and…
Computation and Language · Computer Science
2025-07-16
Seif Ahmed , Mohamed T. Younes , Abdelrahman Moustafa , Abdelrahman Allam , Hamza Moustafa
The rapid rise of Language Models (LMs) has expanded their use in several applications. Yet, due to constraints of model size, associated cost, or proprietary restrictions, utilizing state-of-the-art (SOTA) LLMs is not always feasible. With…
The evaluation of Large Language Models (LLMs) in complex reasoning domains typically relies on performance alignment with ground-truth oracles. In the domain of chess, this standard manifests as accuracy benchmarks against strong engines…
Artificial Intelligence · Computer Science
2025-12-18
Xidan Song , Weiqi Wang , Ruifeng Cao , Qingya Hu
Word sense plausibility rating requires predicting the human-perceived plausibility of a given word sense on a 1-5 scale in the context of short narrative stories containing ambiguous homonyms. This paper systematically compares three…
Clinical document classification is essential for converting unstructured medical texts into standardised ICD-10 diagnoses, yet it faces challenges due to complex medical language, privacy constraints, and limited annotated datasets. Large…
Computation and Language · Computer Science
2026-02-03
Akram Mustafa , Usman Naseem , Mostafa Rahimi Azghadi
We introduce LogiPlan, a novel benchmark designed to evaluate the capabilities of large language models (LLMs) in logical planning and reasoning over complex relational structures. Logical relational reasoning is important for applications…
Artificial Intelligence · Computer Science
2025-06-13
Yanan Cai , Ahmed Salem , Besmira Nushi , Mark Russinovich
We present a quantitative evaluation to understand the effect of zero-shot large-language model (LLMs) and prompting uses on chart reading tasks. We asked LLMs to answer 107 visualization questions to compare inference accuracies between…