Title
Compositional Chain-of-Thought Prompting for Large Multimodal Models Chancharik Mitra Brandon Huang Trevor Darrell Roei Herzig MLLM LRM 84 98 0 27 Nov 2023
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 246 957 0 27 Nov 2023
DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models Ge Zheng Bin Yang Jiajin Tang Hong-Yu Zhou Sibei Yang LRM MLLM 86 116 0 25 Oct 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 132 2,807 0 05 Oct 2023
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 122 665 0 03 Oct 2023
The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) Zhengyuan Yang Linjie Li Kevin Qinghong Lin Jianfeng Wang Chung-Ching Lin Nasim Shakouri Mahmoudabadi Lijuan Wang LM&MA 68 643 0 29 Sep 2023
Multimodal Foundation Models: From Specialists to General-Purpose Assistants Chunyuan Li Zhe Gan Zhengyuan Yang Jianwei Yang Linjie Li Lijuan Wang Jianfeng Gao MLLM 176 255 0 18 Sep 2023
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 192 2,303 0 12 Sep 2023
From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning Ming Li Yong Zhang Zhitao Li Jiuhai Chen Lichang Chen Ning Cheng Jianzong Wang Dinesh Manocha Jing Xiao 107 211 0 23 Aug 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 150 701 0 18 Aug 2023
MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities Weihao Yu Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin Zicheng Liu Xinchao Wang Lijuan Wang MLLM 107 716 0 04 Aug 2023
MMBench: Is Your Multi-modal Model an All-around Player? Yuanzhan Liu Haodong Duan Yuanhan Zhang Yue Liu Songyang Zhang ... Jiaqi Wang Conghui He Ziwei Liu Kai-xiang Chen Dahua Lin 114 1,054 0 12 Jul 2023
Too Large; Data Reduction for Vision-Language Pre-Training Alex Jinpeng Wang Kevin Qinghong Lin David Junhao Zhang Stan Weixian Lei Mike Zheng Shou VLM 59 24 0 31 May 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 193 1,233 0 31 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 143 599 0 24 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 158 2,025 0 17 May 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 162 2,060 0 20 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 567 4,910 0 17 Apr 2023
Sigmoid Loss for Language Image Pre-Training Xiaohua Zhai Basil Mustafa Alexander Kolesnikov Lucas Beyer CLIP VLM 232 1,200 0 27 Mar 2023
Data Selection for Language Models via Importance Resampling Sang Michael Xie Shibani Santurkar Tengyu Ma Percy Liang 116 193 0 06 Feb 2023
Multimodal Chain-of-Thought Reasoning in Language Models Zhuosheng Zhang Aston Zhang Mu Li Hai Zhao George Karypis Alexander J. Smola LRM 109 464 0 02 Feb 2023
See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning Zhenfang Chen Qinhong Zhou Songlin Yang Yining Hong Hao Zhang Chuang Gan LRM VLM 91 39 0 12 Jan 2023
Filtering, Distillation, and Hard Negatives for Vision-Language Pre-Training Filip Radenovic Abhimanyu Dubey Abhishek Kadian Todor Mihaylov Simon Vandenhende Yash J. Patel Y. Wen Vignesh Ramanathan D. Mahajan VLM 71 86 0 05 Jan 2023
Solving math word problems with process- and outcome-based feedback J. Uesato Nate Kushman Ramana Kumar Francis Song Noah Y. Siegel L. Wang Antonia Creswell G. Irving I. Higgins FaML ReLM AIMat LRM 109 357 0 25 Nov 2022
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning Pan Lu Liang Qiu Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Tanmay Rajpurohit Peter Clark Ashwin Kalyan ReLM LRM 164 296 0 29 Sep 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 283 1,296 0 20 Sep 2022
Live in the Moment: Learning Dynamics Model Adapted to Evolving Policy Xiyao Wang Wichayaporn Wongkamjan Furong Huang 71 19 0 25 Jul 2022
GIT: A Generative Image-to-text Transformer for Vision and Language Jianfeng Wang Zhengyuan Yang Xiaowei Hu Linjie Li Kevin Qinghong Lin Zhe Gan Zicheng Liu Ce Liu Lijuan Wang VLM 137 557 0 27 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 418 3,602 0 29 Apr 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 524 3,721 0 21 Mar 2022
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning Ahmed Masry Do Xuan Long J. Tan Shafiq Joty Enamul Hoque AIMat 134 684 0 19 Mar 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 823 9,644 0 28 Jan 2022
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 103 206 0 25 Oct 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 360 634 0 14 Jul 2021
GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning Jiaqi Chen Jianheng Tang Jinghui Qin Xiaodan Liang Lingbo Liu Eric Xing Liang Lin AIMat 53 186 0 30 May 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 63 242 0 10 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 967 29,810 0 26 Feb 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 455 2,120 0 31 Dec 2020
OK-VQA: A Visual Question Answering Benchmark Requiring External Knowledge Kenneth Marino Mohammad Rastegari Ali Farhadi Roozbeh Mottaghi 117 1,090 0 31 May 2019
VizWiz Grand Challenge: Answering Visual Questions from Blind People Danna Gurari Qing Li Abigale Stangl Anhong Guo Chi Lin Kristen Grauman Jiebo Luo Jeffrey P. Bigham CoGe 111 861 0 22 Feb 2018
FigureQA: An Annotated Figure Dataset for Visual Reasoning Samira Ebrahimi Kahou Vincent Michalski Adam Atkinson Ákos Kádár Adam Trischler Yoshua Bengio ReLM AIMat 57 331 0 19 Oct 2017
A Diagram Is Worth A Dozen Images Aniruddha Kembhavi M. Salvato Eric Kolve Minjoon Seo Hannaneh Hajishirzi Ali Farhadi 3DV 81 505 0 24 Mar 2016
Prioritized Experience Replay Tom Schaul John Quan Ioannis Antonoglou David Silver OffRL 223 3,797 0 18 Nov 2015