Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning

5 February 2025

Papers citing "Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning"

19 / 69 papers shown

Title
JiuZhang 2.0: A Unified Chinese Pre-trained Language Model for Multi-task Mathematical Problem Solving Wayne Xin Zhao Kun Zhou Beichen Zhang Zheng Gong Zhipeng Chen ... Ji-Rong Wen Jing Sha Shijin Wang Cong Liu Guoping Hu MoE LRM 79 5 0 19 Jun 2023
CMMLU: Measuring massive multitask language understanding in Chinese Haonan Li Yixuan Zhang Fajri Koto Yifei Yang Hai Zhao Yeyun Gong Nan Duan Tim Baldwin ALM ELM 87 258 0 15 Jun 2023
Fine-Grained Human Feedback Gives Better Rewards for Language Model Training Zeqiu Wu Yushi Hu Weijia Shi Nouha Dziri Alane Suhr Prithviraj Ammanabrolu Noah A. Smith Mari Ostendorf Hannaneh Hajishirzi ALM 136 326 0 02 Jun 2023
Have LLMs Advanced Enough? A Challenging Problem Solving Benchmark For Large Language Models Daman Arora H. Singh Mausam ELM LRM 85 54 0 24 May 2023
Reasoning with Language Model is Planning with World Model Shibo Hao Yi Gu Haodi Ma Joshua Jiahua Hong Zhen Wang D. Wang Zhiting Hu ReLM LRM LLMAG 121 571 0 24 May 2023
TheoremQA: A Theorem-driven Question Answering dataset Wenhu Chen Ming Yin Max Ku Pan Lu Yixin Wan Xueguang Ma Jianyu Xu Xinyi Wang Tony Xia AIMat 75 134 0 21 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.1K 14,179 0 15 Mar 2023
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 116 148 0 20 Dec 2022
Emergent Analogical Reasoning in Large Language Models Taylor Webb K. Holyoak Hongjing Lu ReLM ELM LRM AI4CE 97 308 0 19 Dec 2022
Improving Multimodal Interactive Agents with Reinforcement Learning from Human Feedback Josh Abramson Arun Ahuja Federico Carnevale Petko Georgiev Alex Goldin ... Tamara von Glehn Greg Wayne Nathaniel Wong Chen Yan Rui Zhu 55 26 0 21 Nov 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 Ashwin Kalyan ELM ReLM LRM 250 1,230 0 20 Sep 2022
JiuZhang: A Chinese Pre-trained Language Model for Mathematical Problem Understanding Wayne Xin Zhao Kun Zhou Zheng Gong Beichen Zhang Yuanhang Zhou Jing Sha Zhigang Chen Shijin Wang Cong Liu Ji-Rong Wen 49 19 0 13 Jun 2022
HyperTree Proof Search for Neural Theorem Proving Guillaume Lample Marie-Anne Lachaux Thibaut Lavril Xavier Martinet Amaury Hayat Gabriel Ebner Aurelien Rodriguez Timothée Lacroix AIMat 66 147 0 23 May 2022
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 105 1,065 0 01 Nov 2021
Towards artificial general intelligence via a multimodal foundation model Nanyi Fei Zhiwu Lu Yizhao Gao Guoxing Yang Yuqi Huo ... Ruihua Song Xin Gao Tao Xiang Haoran Sun Jiling Wen AI4CE LRM 75 222 0 27 Oct 2021
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning Pan Lu Liang Qiu Jiaqi Chen Tony Xia Yizhou Zhao Wei Zhang Zhou Yu Xiaodan Liang Song-Chun Zhu AIMat 78 198 0 25 Oct 2021
Pre-trained Language Models in Biomedical Domain: A Systematic Survey Benyou Wang Qianqian Xie Jiahuan Pei Zhihong Chen Prayag Tiwari Zhao Li Jie Fu LM&MA AI4CE 76 168 0 11 Oct 2021
Multimodal Co-learning: Challenges, Applications with Datasets, Recent Advances and Future Directions Anil Rahate Rahee Walambe S. Ramanna K. Kotecha 71 140 0 29 Jul 2021
Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning Pan Lu Ran Gong Shibiao Jiang Liang Qiu Siyuan Huang Xiaodan Liang Song-Chun Zhu AIMat LRM 58 234 0 10 May 2021