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Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–110 of 302 papers

Title	Date	Tasks	Status	Hype
Learning Compact Vision Tokens for Efficient Large Multimodal Models	Jun 8, 2025	Multimodal ReasoningToken Reduction	CodeCode Available	1
How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape Game	Mar 13, 2025	Multimodal ReasoningQuestion Answering	CodeCode Available	1
LogicOCR: Do Your Large Multimodal Models Excel at Logical Reasoning on Text-Rich Images?	May 18, 2025	Logical ReasoningMultimodal Reasoning	CodeCode Available	1
MM-BigBench: Evaluating Multimodal Models on Multimodal Content Comprehension Tasks	Oct 13, 2023	multimodal interactionMultimodal Reasoning	CodeCode Available	1
LLMs can be Dangerous Reasoners: Analyzing-based Jailbreak Attack on Large Language Models	Jul 23, 2024	Multimodal ReasoningPrompt Engineering	CodeCode Available	1
Fine-Grained Visual Entailment	Mar 29, 2022	Multimodal ReasoningVisual Entailment	CodeCode Available	1
CofiPara: A Coarse-to-fine Paradigm for Multimodal Sarcasm Target Identification with Large Multimodal Models	May 1, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
Will Pre-Training Ever End? A First Step Toward Next-Generation Foundation MLLMs via Self-Improving Systematic Cognition	Mar 16, 2025	Caption GenerationImage Captioning	CodeCode Available	1
CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base	Feb 18, 2025	AttributeHallucination	—Unverified	0
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning	May 12, 2025	HallucinationMultimodal Reasoning	—Unverified	0

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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