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2502.02871
Cited By
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning
5 February 2025
Yibo Yan
Shen Wang
Jiahao Huo
Jingheng Ye
Zhendong Chu
Xuming Hu
Philip S. Yu
Daniel Schwalbe-Koda
B. Selman
Qingsong Wen
LRM
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Papers citing
"Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning"
50 / 168 papers shown
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...
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Bing Liu
Bing Liu
Rakshith S Srinivasa
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325
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14 Oct 2025
DocPruner: A Storage-Efficient Framework for Multi-Vector Visual Document Retrieval via Adaptive Patch-Level Embedding Pruning
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Guangwei Xu
Xin Zou
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James Kwok
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190
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28 Sep 2025
AIssistant: An Agentic Approach for Human--AI Collaborative Scientific Work on Reviews and Perspectives in Machine Learning
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Farhana Keya
Gollam Rabby
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14 Sep 2025
Implicit Reasoning in Large Language Models: A Comprehensive Survey
Jindong Li
Yali Fu
Li Fan
Jiahong Liu
Yao Shu
Chengwei Qin
Menglin Yang
Irwin King
Rex Ying
OffRL
LRM
AI4CE
218
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02 Sep 2025
Robust Diagram Reasoning: A Framework for Enhancing LVLM Performance on Visually Perturbed Scientific Diagrams
Minghao Zhou
Rafael Souza
Yaqian Hu
Luming Che
102
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23 Aug 2025
GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning
Jianghangfan Zhang
Yibo Yan
Kening Zheng
Xin Zou
Song Dai
Xuming Hu
LRM
274
4
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06 Aug 2025
DrVD-Bench: Do Vision-Language Models Reason Like Human Doctors in Medical Image Diagnosis?
Tianhong Zhou
Yin Xu
Yingtao Zhu
Chuxi Xiao
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Lei Wei
Xuegong Zhang
LM&MA
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212
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30 May 2025
Unveiling Instruction-Specific Neurons & Experts: An Analytical Framework for LLM's Instruction-Following Capabilities
Junyan Zhang
Yubo Gao
Yibo Yan
Jia-Chen Gu
Zhaorui Hou
...
Qi Zheng
Song Dai
Yonghua Hei
Junzhuo Li
Xuming Hu
212
3
0
27 May 2025
NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation
Weiming Wu
Zi-kang Wang
Jin Ye
Zhi Zhou
Yu-Feng Li
Lan-Zhe Guo
LRM
288
0
0
21 May 2025
PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions
Song Dai
Yibo Yan
Jiamin Su
Dongfang Zihao
Yubo Gao
...
Jia-Chen Gu
Junyan Zhang
Sicheng Tao
Zhuoran Gao
Xuming Hu
LRM
AI4CE
286
4
0
21 May 2025
Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis
Haoming Huang
Yibo Yan
Jiahao Huo
Xin Zou
Xinfeng Li
Kun Wang
Xuming Hu
582
1
0
20 May 2025
CAFES: A Collaborative Multi-Agent Framework for Multi-Granular Multimodal Essay Scoring
Jiamin Su
Yibo Yan
Zhuoran Gao
Han Zhang
Xiang Liu
Xuming Hu
327
4
0
20 May 2025
Reimagining Urban Science: Scaling Causal Inference with Large Language Models
Yutong Xia
Ao Qu
Yunhan Zheng
Yihong Tang
Dingyi Zhuang
...
Cathy Wu
Roger Zimmermann
Lijun Sun
Roger Zimmermann
Jinhua Zhao
AI4CE
953
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15 Apr 2025
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Yunming Liang
Zihao Chen
Chaofan Ding
Xinhan Di
DiffM
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373
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28 Mar 2025
MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection
Yibo Yan
Shen Wang
Jiahao Huo
Philip S. Yu
Xuming Hu
Qingsong Wen
713
23
0
23 Mar 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation
International Conference on AI in Finance (ICAF), 2024
Ashraf Ghiye
Baptiste Barreau
Laurent Carlier
Michalis Vazirgiannis
260
9
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18 Mar 2025
EscapeCraft: A 3D Room Escape Environment for Benchmarking Complex Multimodal Reasoning Ability
Xiping Hu
Yurui Dong
Ziyue Wang
Minyuan Ruan
Zhili Cheng
Chong Chen
Ziwei Sun
Yang Liu
LRM
626
1
0
13 Mar 2025
Corrections Meet Explanations: A Unified Framework for Explainable Grammatical Error Correction
Jingheng Ye
Shang Qin
Hai-Tao Zheng
Hai-Tao Zheng
Shen Wang
Qingsong Wen
270
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0
24 Feb 2025
SafeEraser: Enhancing Safety in Multimodal Large Language Models through Multimodal Machine Unlearning
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Junkai Chen
Zhijie Deng
Kening Zheng
Yibo Yan
Qi Zheng
PeiJun Wu
Peijie Jiang
Qingbin Liu
Xuming Hu
MU
538
19
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18 Feb 2025
Large Physics Models: Towards a collaborative approach with Large Language Models and Foundation Models
Kristian González Barman
S. Caron
Emily Sullivan
H. Regt
R. D. Austri
...
Sydney Otten
Pawel Pawlowski
Pietro Vischia
Erik Weber
Christoph Weniger
AI4CE
212
11
0
10 Jan 2025
Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark
Yunzhuo Hao
Jiawei Gu
Huichen Will Wang
Linjie Li
Zhiyong Yang
Lijuan Wang
Yu Cheng
LRM
350
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10 Jan 2025
Large language models for artificial general intelligence (AGI): A survey of foundational principles and approaches
A. Mumuni
F. Mumuni
AI4CE
LRM
ELM
237
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06 Jan 2025
PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Mingyang Song
Zhaochen Su
Xiaoye Qu
Jiawei Zhou
Yu Cheng
LRM
655
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06 Jan 2025
ChemDFM-X: Towards Large Multimodal Model for Chemistry
Science China Information Sciences (Sci. China Inf. Sci.), 2024
Zihan Zhao
B. Chen
Jingpiao Li
Lu Chen
Liyang Wen
...
Ziping Wan
Yansi Li
Zhongyang Dai
Xin Chen
Kai Yu
AI4CE
496
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03 Jan 2025
Survey of Large Multimodal Model Datasets, Application Categories and Taxonomy
Priyaranjan Pattnayak
Hitesh Laxmichand Patel
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Amit Agarwal
Ishan Banerjee
Srikant Panda
Tejaswini Kumar
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170
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23 Dec 2024
Ask-Before-Detection: Identifying and Mitigating Conformity Bias in LLM-Powered Error Detector for Math Word Problem Solutions
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Hang Li
Tianlong Xu
Kaiqi Yang
Yucheng Chu
Yanling Chen
Yichi Song
Qingsong Wen
Hui Liu
279
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22 Dec 2024
Towards Scientific Discovery with Generative AI: Progress, Opportunities, and Challenges
AAAI Conference on Artificial Intelligence (AAAI), 2024
Chandan K. Reddy
Parshin Shojaee
327
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16 Dec 2024
ProcessBench: Identifying Process Errors in Mathematical Reasoning
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Chujie Zheng
Zizhuo Zhang
Beichen Zhang
Runji Lin
Keming Lu
Bowen Yu
Dayiheng Liu
Jingren Zhou
Junyang Lin
LRM
664
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09 Dec 2024
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey
Yunkai Dang
Kaichen Huang
Jiahao Huo
Yibo Yan
Shijie Huang
...
Kun Wang
Yong Liu
Jing Shao
Hui Xiong
Xuming Hu
LRM
426
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03 Dec 2024
Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents
Raj Jaiswal
Dhruv Jain
Harsh Parimal Popat
Avinash Anand
Abhishek Dharmadhikari
Atharva Marathe
R. Shah
LRM
AI4CE
289
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Multimodal Alignment and Fusion: A Survey
Songtao Li
Hao Tang
OffRL
227
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MolMetaLM: a Physicochemical Knowledge-Guided Molecular Meta Language Model
Yifan Wu
Min Zeng
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362
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Evaluating the Robustness of Analogical Reasoning in Large Language Models
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Melanie Mitchell
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237
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Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios
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Mengxi Gao
Yibo Yan
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Yanggan Gu
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Peijie Jiang
Aiwei Liu
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Xuming Hu
351
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Improving Scientific Hypothesis Generation with Knowledge Grounded Large Language Models
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Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality
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GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models
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LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning
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463
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AI-Driven Virtual Teacher for Enhanced Educational Efficiency: Leveraging Large Pretrain Models for Autonomous Error Analysis and Correction
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Yi-Fan Zhang
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170
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Sam Cox
Jon M. Laurent
James D. Braza
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443
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An Investigation of Warning Erroneous Chat Translations in Cross-lingual Communication
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259
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GeoReasoner: Reasoning On Geospatially Grounded Context For Natural Language Understanding
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263
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BatGPT-Chem: A Foundation Large Model For Retrosynthesis Prediction
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