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Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 261–270 of 302 papers

Title	Date	Tasks	Status	Hype
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training	Nov 23, 2023	Multimodal ReasoningScience Question Answering	CodeCode Available	1
Apollo: Zero-shot MultiModal Reasoning with Multiple Experts	Oct 25, 2023	Image CaptioningMultimodal Reasoning	CodeCode Available	0
DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models	Oct 25, 2023	Multimodal Reasoning	—Unverified	0
MM-BigBench: Evaluating Multimodal Models on Multimodal Content Comprehension Tasks	Oct 13, 2023	multimodal interactionMultimodal Reasoning	CodeCode Available	1
DOMINO: A Dual-System for Multi-step Visual Language Reasoning	Oct 4, 2023	Arithmetic ReasoningLanguage Modeling	CodeCode Available	1
Enhancing Human-like Multi-Modal Reasoning: A New Challenging Dataset and Comprehensive Framework	Jul 24, 2023	Contrastive LearningMultimodal Reasoning	CodeCode Available	1
Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models	May 26, 2023	GSM8KMultimodal Reasoning	CodeCode Available	3
LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and Generation	May 19, 2023	Image GenerationInstruction Following	CodeCode Available	1
Personality-aware Human-centric Multimodal Reasoning: A New Task, Dataset and Baselines	Apr 5, 2023	Decision MakingMultimodal Reasoning	—Unverified	0
MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action	Mar 20, 2023	Multimodal ReasoningVisual Question Answering	CodeCode Available	2

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All datasets REBUS MATH-V AlgoPuzzleVQA

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GPT-4V	Accuracy	24	—	Unverified
2	Gemini Pro	Accuracy	13.2	—	Unverified
3	LLaVa-1.5-13B	Accuracy	1.8	—	Unverified
4	LLaVa-1.5-7B	Accuracy	1.5	—	Unverified
5	BLIP2-FLAN-T5-XXL	Accuracy	0.9	—	Unverified
6	QWEN	Accuracy	0.9	—	Unverified
7	CogVLM	Accuracy	0.9	—	Unverified
8	InstructBLIP	Accuracy	0.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT4V	Accuracy	22.76	—	Unverified
2	Gemini Pro	Accuracy	17.66	—	Unverified
3	Qwen-VL-Max	Accuracy	15.59	—	Unverified
4	InternLM-XComposer2-VL	Accuracy	14.54	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	Acc	30.3	—	Unverified