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Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language
v1v2 (latest)

Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language

1 April 2022
Andy Zeng
Maria Attarian
Brian Ichter
K. Choromanski
Adrian S. Wong
Stefan Welker
F. Tombari
Aveek Purohit
Michael S. Ryoo
Vikas Sindhwani
Johnny Lee
Vincent Vanhoucke
Peter R. Florence
    ReLMLRM
ArXiv (abs)PDFHTML

Papers citing "Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language"

50 / 438 papers shown
Title
Architext: Language-Driven Generative Architecture Design
Architext: Language-Driven Generative Architecture Design
Theodoros Galanos
Antonios Liapis
Georgios N. Yannakakis
VLMAI4CE
82
6
0
13 Mar 2023
Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of
  Synthetic and Compositional Images
Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images
Nitzan Bitton-Guetta
Yonatan Bitton
Jack Hessel
Ludwig Schmidt
Yuval Elovici
Gabriel Stanovsky
Roy Schwartz
VLM
228
71
0
13 Mar 2023
ZeroNLG: Aligning and Autoencoding Domains for Zero-Shot Multimodal and
  Multilingual Natural Language Generation
ZeroNLG: Aligning and Autoencoding Domains for Zero-Shot Multimodal and Multilingual Natural Language Generation
Bang-ju Yang
Fenglin Liu
Yuexian Zou
Xian Wu
Yaowei Wang
David Clifton
88
9
0
11 Mar 2023
Controllable Video Generation by Learning the Underlying Dynamical
  System with Neural ODE
Controllable Video Generation by Learning the Underlying Dynamical System with Neural ODE
Yucheng Xu
Nanbo Li
A. Goel
Zijian Guo
Zonghai Yao
Hamidreza Kasaei
Mohammad-Sajad Kasaei
Zhibin Li
122
5
0
09 Mar 2023
ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for
  Document Information Extraction
ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for Document Information Extraction
Jiabang He
Lei Wang
Yingpeng Hu
Ning Liu
Hui-juan Liu
Xingdong Xu
Hengtao Shen
MLLM
89
46
0
09 Mar 2023
Open-Vocabulary Panoptic Segmentation with Text-to-Image Diffusion
  Models
Open-Vocabulary Panoptic Segmentation with Text-to-Image Diffusion Models
Jiarui Xu
Sifei Liu
Arash Vahdat
Wonmin Byeon
Xiaolong Wang
Shalini De Mello
VLM
299
336
0
08 Mar 2023
Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation
  Models
Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models
Chenfei Wu
Sheng-Kai Yin
Weizhen Qi
Xiaodong Wang
Zecheng Tang
Nan Duan
MLLMLRM
191
650
0
08 Mar 2023
Sample Efficient Multimodal Semantic Augmentation for Incremental
  Summarization
Sample Efficient Multimodal Semantic Augmentation for Incremental Summarization
Sumanta Bhattacharyya
R. Manuvinakurike
Sahisnu Mazumder
Saurav Sahay
VLM
63
0
0
08 Mar 2023
Foundation Models for Decision Making: Problems, Methods, and
  Opportunities
Foundation Models for Decision Making: Problems, Methods, and Opportunities
Sherry Yang
Ofir Nachum
Yilun Du
Jason W. Wei
Pieter Abbeel
Dale Schuurmans
LM&RoOffRLLRMAI4CE
209
172
0
07 Mar 2023
PaLM-E: An Embodied Multimodal Language Model
PaLM-E: An Embodied Multimodal Language Model
Danny Driess
F. Xia
Mehdi S. M. Sajjadi
Corey Lynch
Aakanksha Chowdhery
...
Marc Toussaint
Klaus Greff
Andy Zeng
Igor Mordatch
Peter R. Florence
LM&Ro
170
1,686
0
06 Mar 2023
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only
  Training
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only Training
Wei Li
Linchao Zhu
Longyin Wen
Yi Yang
VLM
120
90
0
06 Mar 2023
Prismer: A Vision-Language Model with Multi-Task Experts
Prismer: A Vision-Language Model with Multi-Task Experts
Shikun Liu
Linxi Fan
Edward Johns
Zhiding Yu
Chaowei Xiao
Anima Anandkumar
VLMMLLM
148
25
0
04 Mar 2023
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on
  Tasks and Challenges
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges
Maria Lymperaiou
Giorgos Stamou
VLM
104
4
0
04 Mar 2023
Grounded Decoding: Guiding Text Generation with Grounded Models for
  Embodied Agents
Grounded Decoding: Guiding Text Generation with Grounded Models for Embodied Agents
Wenlong Huang
Fei Xia
Dhruv Shah
Danny Driess
Andy Zeng
...
Pete Florence
Igor Mordatch
Sergey Levine
Karol Hausman
Brian Ichter
LM&Ro
96
49
0
01 Mar 2023
Semantic Mechanical Search with Large Vision and Language Models
Semantic Mechanical Search with Large Vision and Language Models
Satvik Sharma
Huang Huang
K. Shivakumar
A. Imran
Ryan Hoque
Brian Ichter
Ken Goldberg
LM&RoVLM
102
7
0
24 Feb 2023
ChatGPT for Robotics: Design Principles and Model Abilities
ChatGPT for Robotics: Design Principles and Model Abilities
Sai H. Vemprala
Rogerio Bonatti
A. Bucker
Ashish Kapoor
LM&Ro
152
479
0
20 Feb 2023
Prompting Large Language Models With the Socratic Method
Prompting Large Language Models With the Socratic Method
Edward Y. Chang
LRMELM
117
52
0
17 Feb 2023
Complex QA and language models hybrid architectures, Survey
Complex QA and language models hybrid architectures, Survey
Xavier Daull
P. Bellot
Emmanuel Bruno
Vincent Martin
Elisabeth Murisasco
ELM
230
16
0
17 Feb 2023
Augmented Language Models: a Survey
Augmented Language Models: a Survey
Grégoire Mialon
Roberto Dessì
Maria Lomeli
Christoforos Nalmpantis
Ramakanth Pasunuru
...
Jane Dwivedi-Yu
Asli Celikyilmaz
Edouard Grave
Yann LeCun
Thomas Scialom
LRMKELM
110
394
0
15 Feb 2023
Differentiable Outlier Detection Enable Robust Deep Multimodal Analysis
Differentiable Outlier Detection Enable Robust Deep Multimodal Analysis
Zhu Wang
Sourav Medya
Sathya Ravi
VLM
100
0
0
11 Feb 2023
SOCRATES: Text-based Human Search and Approach using a Robot Dog
SOCRATES: Text-based Human Search and Approach using a Robot Dog
Jeongeun Park
Jefferson Silveria
Matthew K. X. J. Pan
Sungjoon Choi
48
0
0
10 Feb 2023
Prompting for Multimodal Hateful Meme Classification
Prompting for Multimodal Hateful Meme Classification
Rui Cao
Roy Ka-wei Lee
Wen-Haw Chong
Jing Jiang
VLM
87
83
0
08 Feb 2023
CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets
CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets
Cheng-i Wang
Julian McAuley
Zachary Chase Lipton
Saurabh Garg
VLM
137
88
0
06 Feb 2023
LaMPP: Language Models as Probabilistic Priors for Perception and Action
LaMPP: Language Models as Probabilistic Priors for Perception and Action
Belinda Z. Li
William Chen
Pratyusha Sharma
Jacob Andreas
69
15
0
03 Feb 2023
Describe, Explain, Plan and Select: Interactive Planning with Large
  Language Models Enables Open-World Multi-Task Agents
Describe, Explain, Plan and Select: Interactive Planning with Large Language Models Enables Open-World Multi-Task Agents
Zihao Wang
Shaofei Cai
Guanzhou Chen
Hoang Trung-Dung
Xiaojian Ma
Yitao Liang
LM&RoLLMAG
171
340
0
03 Feb 2023
IC3: Image Captioning by Committee Consensus
IC3: Image Captioning by Committee Consensus
David M. Chan
Austin Myers
Sudheendra Vijayanarasimhan
David A. Ross
John F. Canny
87
18
0
02 Feb 2023
Distilling Internet-Scale Vision-Language Models into Embodied Agents
Distilling Internet-Scale Vision-Language Models into Embodied Agents
T. Sumers
Kenneth Marino
Arun Ahuja
Rob Fergus
Ishita Dasgupta
LM&Ro
86
25
0
29 Jan 2023
Affective Faces for Goal-Driven Dyadic Communication
Affective Faces for Goal-Driven Dyadic Communication
Scott Geng
Revant Teotia
Purva Tendulkar
Sachit Menon
Carl Vondrick
VGen
57
20
0
26 Jan 2023
Transfer Knowledge from Natural Language to Electrocardiography: Can We
  Detect Cardiovascular Disease Through Language Models?
Transfer Knowledge from Natural Language to Electrocardiography: Can We Detect Cardiovascular Disease Through Language Models?
Jielin Qiu
William Jongwon Han
Jiacheng Zhu
Mengdi Xu
Michael A. Rosenberg
Emerson Liu
Douglas Weber
Ding Zhao
102
23
0
21 Jan 2023
See, Think, Confirm: Interactive Prompting Between Vision and Language
  Models for Knowledge-based Visual Reasoning
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
LRMVLM
123
41
0
12 Jan 2023
Test of Time: Instilling Video-Language Models with a Sense of Time
Test of Time: Instilling Video-Language Models with a Sense of Time
Piyush Bagad
Makarand Tapaswi
Cees G. M. Snoek
201
37
0
05 Jan 2023
Noise-aware Learning from Web-crawled Image-Text Data for Image
  Captioning
Noise-aware Learning from Web-crawled Image-Text Data for Image Captioning
Woohyun Kang
Jonghwan Mun
Sungjun Lee
Byungseok Roh
VLM
97
20
0
27 Dec 2022
Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss
  Policy for Transfer Learning
Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss Policy for Transfer Learning
Christopher T. Lengerich
Gabriel Synnaeve
Amy Zhang
Hugh Leather
Kurt Shuster
Franccois Charton
Charysse Redwood
SSLOffRL
70
1
0
21 Dec 2022
DePlot: One-shot visual language reasoning by plot-to-table translation
DePlot: One-shot visual language reasoning by plot-to-table translation
Fangyu Liu
Julian Martin Eisenschlos
Francesco Piccinno
Syrine Krichene
Chenxi Pang
Kenton Lee
Mandar Joshi
Wenhu Chen
Nigel Collier
Yasemin Altun
VLMReLMLRM
124
102
0
20 Dec 2022
Manifestations of Xenophobia in AI Systems
Manifestations of Xenophobia in AI Systems
Nenad Tomašev
J. L. Maynard
Iason Gabriel
107
9
0
15 Dec 2022
Doubly Right Object Recognition: A Why Prompt for Visual Rationales
Doubly Right Object Recognition: A Why Prompt for Visual Rationales
Chengzhi Mao
Revant Teotia
Amrutha Sundar
Sachit Menon
Junfeng Yang
Xin Eric Wang
Carl Vondrick
68
31
0
12 Dec 2022
VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive
  Captioners
VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive Captioners
Shen Yan
Tao Zhu
Zirui Wang
Yuan Cao
Mi Zhang
Soham Ghosh
Yonghui Wu
Jiahui Yu
VLMVGen
90
52
0
09 Dec 2022
Learning Video Representations from Large Language Models
Learning Video Representations from Large Language Models
Yue Zhao
Ishan Misra
Philipp Krahenbuhl
Rohit Girdhar
VLMAI4TS
138
179
0
08 Dec 2022
I2MVFormer: Large Language Model Generated Multi-View Document
  Supervision for Zero-Shot Image Classification
I2MVFormer: Large Language Model Generated Multi-View Document Supervision for Zero-Shot Image Classification
Muhammad Ferjad Naeem
Muhammad Gul Zain Ali Khan
Yongqin Xian
Muhammad Zeshan Afzal
D. Stricker
Luc Van Gool
F. Tombari
VLM
91
56
0
05 Dec 2022
Improving Commonsense in Vision-Language Models via Knowledge Graph
  Riddles
Improving Commonsense in Vision-Language Models via Knowledge Graph Riddles
Shuquan Ye
Yujia Xie
Dongdong Chen
Yichong Xu
Lu Yuan
Chenguang Zhu
Jing Liao
VLM
73
12
0
29 Nov 2022
Peekaboo: Text to Image Diffusion Models are Zero-Shot Segmentors
Peekaboo: Text to Image Diffusion Models are Zero-Shot Segmentors
R. Burgert
Kanchana Ranasinghe
Xiang Li
Michael S. Ryoo
DiffMVLM
100
38
0
23 Nov 2022
Visual Programming: Compositional visual reasoning without training
Visual Programming: Compositional visual reasoning without training
Tanmay Gupta
Aniruddha Kembhavi
ReLMVLMLRM
188
441
0
18 Nov 2022
InstructPix2Pix: Learning to Follow Image Editing Instructions
InstructPix2Pix: Learning to Follow Image Editing Instructions
Tim Brooks
Aleksander Holynski
Alexei A. Efros
DiffM
369
1,849
0
17 Nov 2022
I Can't Believe There's No Images! Learning Visual Tasks Using only
  Language Supervision
I Can't Believe There's No Images! Learning Visual Tasks Using only Language Supervision
Sophia Gu
Christopher Clark
Aniruddha Kembhavi
VLM
88
26
0
17 Nov 2022
PromptCap: Prompt-Guided Task-Aware Image Captioning
PromptCap: Prompt-Guided Task-Aware Image Captioning
Yushi Hu
Hang Hua
Zhengyuan Yang
Weijia Shi
Noah A. Smith
Jiebo Luo
146
106
0
15 Nov 2022
PARTNR: Pick and place Ambiguity Resolving by Trustworthy iNteractive
  leaRning
PARTNR: Pick and place Ambiguity Resolving by Trustworthy iNteractive leaRning
Jelle Luijkx
Zlatan Ajanović
L. Ferranti
Jens Kober
58
4
0
15 Nov 2022
Zero-shot Image Captioning by Anchor-augmented Vision-Language Space
  Alignment
Zero-shot Image Captioning by Anchor-augmented Vision-Language Space Alignment
Junyan Wang
Yi Zhang
Ming Yan
Ji Zhang
Jitao Sang
VLM
64
9
0
14 Nov 2022
What is Wrong with Language Models that Can Not Tell a Story?
What is Wrong with Language Models that Can Not Tell a Story?
Ivan P. Yamshchikov
Alexey Tikhonov
96
7
0
09 Nov 2022
Learning to Solve Voxel Building Embodied Tasks from Pixels and Natural
  Language Instructions
Learning to Solve Voxel Building Embodied Tasks from Pixels and Natural Language Instructions
Alexey Skrynnik
Zoya Volovikova
Marc-Alexandre Côté
Anton Voronov
Artem Zholus
...
Milagro Teruel
Ahmed Hassan Awadallah
Aleksandr I. Panov
Andrey Kravchenko
Julia Kiseleva
LM&Ro
113
11
0
01 Nov 2022
Open-vocabulary Semantic Segmentation with Frozen Vision-Language Models
Open-vocabulary Semantic Segmentation with Frozen Vision-Language Models
Chaofan Ma
Yu-Hao Yang
Yanfeng Wang
Ya Zhang
Weidi Xie
VLM
92
48
0
27 Oct 2022
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