Title
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu C. L. P. Chen J. Wang Zheming Yang Jian Xu Minghui Qiu OffRL LRM 46 0 0 30 Apr 2025
Benchmarking Vision Language Models on German Factual Data René Peinl Vincent Tischler CoGe 50 0 0 15 Apr 2025
PM4Bench: A Parallel Multilingual Multi-Modal Multi-task Benchmark for Large Vision Language Model Junyuan Gao Jiahe Song J. Wu Runchuan Zhu Guanlin Shen ... Weijia Li Bin Wang D. Lin Lijun Wu Conghui He 79 0 0 24 Mar 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 111 9 0 05 Feb 2025
All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages Ashmal Vayani Dinura Dissanayake Hasindri Watawana Noor Ahsan Nevasini Sasikumar ... Monojit Choudhury Ivan Laptev Mubarak Shah Salman Khan Fahad A Khan 118 8 0 25 Nov 2024
Putting GPT-4o to the Sword: A Comprehensive Evaluation of Language, Vision, Speech, and Multimodal Proficiency Sakib Shahriar Brady Lund Nishith Reddy Mannuru Muhammad Arbab Arshad Kadhim Hayawi Ravi Varma Kumar Bevara Aashrith Mannuru Laiba Batool LM&MA MLLM ELM 46 44 0 19 Jun 2024
EXAMS-V: A Multi-Discipline Multilingual Multimodal Exam Benchmark for Evaluating Vision Language Models Rocktim Jyoti Das Simeon Emilov Hristov Haonan Li Dimitar Iliyanov Dimitrov Ivan Koychev Preslav Nakov CoGe ELM 59 13 0 15 Mar 2024
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 160 320 0 06 Oct 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 198 1,089 0 20 Sep 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 313 8,261 0 28 Jan 2022