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Currently many benchmarks have been proposed to evaluate the perception ability of the Large Vision-Language Models (LVLMs). However, most benchmarks conduct questions by selecting images from existing datasets, resulting in the potential…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Jie Zhang , Zhongqi Wang , Mengqi Lei , Zheng Yuan , Bei Yan , Shiguang Shan , Xilin Chen

In this paper, we present TituLLMs, the first large pretrained Bangla LLMs, available in 1b and 3b parameter sizes. Due to computational constraints during both training and inference, we focused on smaller models. To train TituLLMs, we…

To date, there exist almost no culturally-specific evaluation benchmarks for large language models (LLMs) that cover a large number of languages and cultures. In this paper, we present Global PIQA, a participatory commonsense reasoning…

Computation and Language · Computer Science 2025-10-29 Tyler A. Chang , Catherine Arnett , Abdelrahman Eldesokey , Abdelrahman Sadallah , Abeer Kashar , Abolade Daud , Abosede Grace Olanihun , Adamu Labaran Mohammed , Adeyemi Praise , Adhikarinayum Meerajita Sharma , Aditi Gupta , Afitab Iyigun , Afonso Simplício , Ahmed Essouaied , Aicha Chorana , Akhil Eppa , Akintunde Oladipo , Akshay Ramesh , Aleksei Dorkin , Alfred Malengo Kondoro , Alham Fikri Aji , Ali Eren Çetintaş , Allan Hanbury , Alou Dembele , Alp Niksarli , Álvaro Arroyo , Amin Bajand , Amol Khanna , Ana Chkhaidze , Ana Condez , Andiswa Mkhonto , Andrew Hoblitzell , Andrew Tran , Angelos Poulis , Anirban Majumder , Anna Vacalopoulou , Annette Kuuipolani Kanahele Wong , Annika Simonsen , Anton Kovalev , Ashvanth. S , Ayodeji Joseph Lana , Barkin Kinay , Bashar Alhafni , Benedict Cibalinda Busole , Bernard Ghanem , Bharti Nathani , Biljana Stojanovska Đurić , Bola Agbonile , Bragi Bergsson , Bruce Torres Fischer , Burak Tutar , Burcu Alakuş Çınar , Cade J. Kanoniakapueo Kane , Can Udomcharoenchaikit , Catherine Arnett , Chadi Helwe , Chaithra Reddy Nerella , Chen Cecilia Liu , Chiamaka Glory Nwokolo , Cristina España-Bonet , Cynthia Amol , DaeYeop Lee , Dana Arad , Daniil Dzenhaliou , Daria Pugacheva , Dasol Choi , Daud Abolade , David Liu , David Semedo , Deborah Popoola , Deividas Mataciunas , Delphine Nyaboke , Dhyuthy Krishna Kumar , Diogo Glória-Silva , Diogo Tavares , Divyanshu Goyal , DongGeon Lee , Ebele Nwamaka Anajemba , Egonu Ngozi Grace , Elena Mickel , Elena Tutubalina , Elias Herranen , Emile Anand , Emmanuel Habumuremyi , Emuobonuvie Maria Ajiboye , Eryawan Presma Yulianrifat , Esther Adenuga , Ewa Rudnicka , Faith Olabisi Itiola , Faran Taimoor Butt , Fathima Thekkekara , Fatima Haouari , Filbert Aurelian Tjiaranata , Firas Laakom , Francesca Grasso , Francesco Orabona , Francesco Periti , Gbenga Kayode Solomon , Gia Nghia Ngo , Gloria Udhehdhe-oze , Gonçalo Martins , Gopi Naga Sai Ram Challagolla , Guijin Son , Gulnaz Abdykadyrova , Hafsteinn Einarsson , Hai Hu , Hamidreza Saffari , Hamza Zaidi , Haopeng Zhang , Harethah Abu Shairah , Harry Vuong , Hele-Andra Kuulmets , Houda Bouamor , Hwanjo Yu , Iben Nyholm Debess , İbrahim Ethem Deveci , Ikhlasul Akmal Hanif , Ikhyun Cho , Inês Calvo , Inês Vieira , Isaac Manzi , Ismail Daud , Itay Itzhak , Iuliia , Alekseenko , Ivan Belashkin , Ivan Spada , Ivan Zhelyazkov , Jacob Brinton , Jafar Isbarov , Jaka Čibej , Jan Čuhel , Jan Kocoń , Jauza Akbar Krito , Jebish Purbey , Jennifer Mickel , Jennifer Za , Jenny Kunz , Jihae Jeong , Jimena Tena Dávalos , Jinu Lee , João Magalhães , John Yi , Jongin Kim , Joseph Chataignon , Joseph Marvin Imperial , Jubeerathan Thevakumar , Judith Land , Junchen Jiang , Jungwhan Kim , Kairit Sirts , Kamesh R , Kamesh V , Kanda Patrick Tshinu , Kätriin Kukk , Kaustubh Ponkshe , Kavsar Huseynova , Ke He , Kelly Buchanan , Kengatharaiyer Sarveswaran , Kerem Zaman , Khalil Mrini , Kian Kyars , Krister Kruusmaa , Kusum Chouhan , Lainitha Krishnakumar , Laura Castro Sánchez , Laura Porrino Moscoso , Leshem Choshen , Levent Sencan , Lilja Øvrelid , Lisa Alazraki , Lovina Ehimen-Ugbede , Luheerathan Thevakumar , Luxshan Thavarasa , Mahnoor Malik , Mamadou K. Keita , Mansi Jangid , Marco De Santis , Marcos García , Marek Suppa , Mariam D'Ciofalo , Marii Ojastu , Maryam Sikander , Mausami Narayan , Maximos Skandalis , Mehak Mehak , Mehmet İlteriş Bozkurt , Melaku Bayu Workie , Menan Velayuthan , Michael Leventhal , Michał Marcińczuk , Mirna Potočnjak , Mohammadamin Shafiei , Mridul Sharma , Mrityunjaya Indoria , Muhammad Ravi Shulthan Habibi , Murat Kolić , Nada Galant , Naphat Permpredanun , Narada Maugin , Nicholas Kluge Corrêa , Nikola Ljubešić , Nirmal Thomas , Nisansa de Silva , Nisheeth Joshi , Nitish Ponkshe , Nizar Habash , Nneoma C. Udeze , Noel Thomas , Noémi Ligeti-Nagy , Nouhoum Coulibaly , Nsengiyumva Faustin , Odunayo Kareemat Buliaminu , Odunayo Ogundepo , Oghojafor Godswill Fejiro , Ogundipe Blessing Funmilola , Okechukwu God'spraise , Olanrewaju Samuel , Olaoye Deborah Oluwaseun , Olasoji Akindejoye , Olga Popova , Olga Snissarenko , Onyinye Anulika Chiemezie , Orkun Kinay , Osman Tursun , Owoeye Tobiloba Moses , Oyelade Oluwafemi Joshua , Oyesanmi Fiyinfoluwa , Pablo Gamallo , Pablo Rodríguez Fernández , Palak Arora , Pedro Valente , Peter Rupnik , Philip Oghenesuowho Ekiugbo , Pramit Sahoo , Prokopis Prokopidis , Pua Niau-Puhipau , Quadri Yahya , Rachele Mignone , Raghav Singhal , Ram Mohan Rao Kadiyala , Raphael Merx , Rapheal Afolayan , Ratnavel Rajalakshmi , Rishav Ghosh , Romina Oji , Ron Kekeha Solis , Rui Guerra , Rushikesh Zawar , Sa'ad Nasir Bashir , Saeed Alzaabi , Sahil Sandeep , Sai Pavan Batchu , SaiSandeep Kantareddy , Salsabila Zahirah Pranida , Sam Buchanan , Samuel Rutunda , Sander Land , Sarah Sulollari , Sardar Ali , Saroj Sapkota , Saulius Tautvaisas , Sayambhu Sen , Sayantani Banerjee , Sebastien Diarra , SenthilNathan. M , Sewoong Lee , Shaan Shah , Shankar Venkitachalam , Sharifa Djurabaeva , Sharon Ibejih , Shivanya Shomir Dutta , Siddhant Gupta , Silvia Paniagua Suárez , Sina Ahmadi , Sivasuthan Sukumar , Siyuan Song , Snegha A. , Sokratis Sofianopoulos , Sona Elza Simon , Sonja Benčina , Sophie Gvasalia , Sphurti Kirit More , Spyros Dragazis , Stephan P. Kaufhold , Suba. S , Sultan AlRashed , Surangika Ranathunga , Taiga Someya , Taja Kuzman Pungeršek , Tal Haklay , Tasi'u Jibril , Tatsuya Aoyama , Tea Abashidze , Terenz Jomar Dela Cruz , Terra Blevins , Themistoklis Nikas , Theresa Dora Idoko , Thu Mai Do , Tilek Chubakov , Tommaso Gargiani , Uma Rathore , Uni Johannesen , Uwuma Doris Ugwu , Vallerie Alexandra Putra , Vanya Bannihatti Kumar , Varsha Jeyarajalingam , Varvara Arzt , Vasudevan Nedumpozhimana , Viktoria Ondrejova , Viktoryia Horbik , Vishnu Vardhan Reddy Kummitha , Vuk Dinić , Walelign Tewabe Sewunetie , Winston Wu , Xiaojing Zhao , Yacouba Diarra , Yaniv Nikankin , Yash Mathur , Yixi Chen , Yiyuan Li , Yolanda Xavier , Yonatan Belinkov , Yusuf Ismail Abayomi , Zaid Alyafeai , Zhengyang Shan , Zhi Rui Tam , Zilu Tang , Zuzana Nadova , Baber Abbasi , Stella Biderman , David Stap , Duygu Ataman , Fabian Schmidt , Hila Gonen , Jiayi Wang , David Ifeoluwa Adelani

Large Language Models (LLMs) show great promise as a powerful tool for scientific literature exploration. However, their effectiveness in providing scientifically accurate and comprehensive answers to complex questions within specialized…

Large language models (LLMs) are increasingly being applied to financial analysis, reporting, investment decision support, risk management, compliance, and professional training. However, robust evaluation of their domain competence in…

Evaluating progress in large language models (LLMs) is often constrained by the challenge of verifying responses, limiting assessments to tasks like mathematics, programming, and short-form question-answering. However, many real-world…

Computation and Language · Computer Science 2026-05-19 Zhilin Wang , Jaehun Jung , Ximing Lu , Shizhe Diao , Ellie Evans , Jiaqi Zeng , Pavlo Molchanov , Yejin Choi , Jan Kautz , Yi Dong

This paper explores the multilingual commonsense generation abilities of Large Language Models (LLMs). To facilitate this investigation, we introduce MULTICOM, a novel benchmark that extends the COCOTEROS dataset to four languages: English,…

Computation and Language · Computer Science 2025-09-09 Ivan Martínez-Murillo , Elena Lloret , Paloma Moreda , Albert Gatt

Previous literature has largely shown that Large Language Models (LLMs) perpetuate social biases learnt from their pre-training data. Given the notable lack of resources for social bias evaluation in languages other than English, and for…

Large language models (LLMs) achieve impressive scores on standard benchmarks yet routinely fail questions that any human would answer correctly in seconds. We introduce BrainBench, a benchmark of 100 brainteaser questions spanning 20…

Artificial Intelligence · Computer Science 2026-03-18 Yuzhe Tang

Despite the impressive capabilities of Large Language Models (LLMs), existing Conversational Health Agents (CHAs) remain static and brittle, incapable of adaptive multi-turn reasoning, symptom clarification, or transparent decision-making.…

Computation and Language · Computer Science 2025-07-11 Xinyi Liu , Dachun Sun , Yi R. Fung , Dilek Hakkani-Tür , Tarek Abdelzaher

Multilingual large language models (LLMs) have minimized the fluency gap between languages. This advancement, however, exposes models to the risk of biased behavior, as knowledge and norms may propagate across languages. In this work, we…

Computation and Language · Computer Science 2026-04-22 Guy Mor-Lan , Omer Goldman , Matan Eyal , Adi Mayrav Gilady , Sivan Eiger , Idan Szpektor , Avinatan Hassidim , Yossi Matias , Reut Tsarfaty

This paper introduces LongBench v2, a benchmark designed to assess the ability of LLMs to handle long-context problems requiring deep understanding and reasoning across real-world multitasks. LongBench v2 consists of 503 challenging…

Computation and Language · Computer Science 2025-01-06 Yushi Bai , Shangqing Tu , Jiajie Zhang , Hao Peng , Xiaozhi Wang , Xin Lv , Shulin Cao , Jiazheng Xu , Lei Hou , Yuxiao Dong , Jie Tang , Juanzi Li

Recent advances in large language models (LLMs) and multimodal LLMs (MLLMs) have led to strong reasoning ability across a wide range of tasks. However, their ability to perform mathematical reasoning from spoken input remains underexplored.…

Computation and Language · Computer Science 2025-05-22 Chengwei Wei , Bin Wang , Jung-jae Kim , Nancy F. Chen

Large Multimodal Models (LMMs) are typically trained on vast corpora of image-text data but are often limited in linguistic coverage, leading to biased and unfair outputs across languages. While prior work has explored multimodal…

Computer Vision and Pattern Recognition · Computer Science 2025-07-11 Ananya Raval , Aravind Narayanan , Vahid Reza Khazaie , Shaina Raza

Real-world settings where language models (LMs) are deployed -- in domains spanning healthcare, finance, and other forms of knowledge work -- require models to grapple with incomplete information and reason under uncertainty. Yet most LM…

Artificial Intelligence · Computer Science 2026-04-24 Alana Renda , Jillian Ross , Michael Cafarella , Jacob Andreas

This paper aims to make up for the lack of documented baselines for Hungarian language modeling. Various approaches are evaluated on three publicly available Hungarian corpora. Perplexity values comparable to models of similar-sized English…

Computation and Language · Computer Science 2017-01-30 Dávid Márk Nemeskey

Large Language Models (LLMs) have demonstrated remarkable performance in solving math problems, a hallmark of human intelligence. Despite high success rates on current benchmarks; however, these often feature simple problems with only one…

Artificial Intelligence · Computer Science 2024-11-19 Kuei-Chun Kao , Ruochen Wang , Cho-Jui Hsieh

Large Language Models (LLMs) have become a key element of modern artificial intelligence, demonstrating the ability to address a wide range of language processing tasks at unprecedented levels of accuracy without the need of collecting…

Mathematics is a highly specialized domain with its own unique set of challenges. Despite this, there has been relatively little research on natural language processing for mathematical texts, and there are few mathematical language…

Computation and Language · Computer Science 2024-06-18 Jacob Collard , Valeria de Paiva , Eswaran Subrahmanian

Despite the rapid expansion of types of large language models, there remains a notable gap in models specifically designed for the Dutch language. This gap is not only a shortage in terms of pretrained Dutch models but also in terms of…

Computation and Language · Computer Science 2023-12-21 Bram Vanroy
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