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Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 61–70 of 302 papers

Title	Date	Tasks	Status	Hype	Score
MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research	Mar 17, 2025	ArticlesBenchmarking	CodeCode Available	1	5
CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models	Dec 17, 2024	Multimodal Reasoning	CodeCode Available	1	5
CofiPara: A Coarse-to-fine Paradigm for Multimodal Sarcasm Target Identification with Large Multimodal Models	May 1, 2024	Language ModelingLanguage Modelling	CodeCode Available	1	5
MERLOT: Multimodal Neural Script Knowledge Models	Jun 4, 2021	Multimodal ReasoningVisual Commonsense Reasoning	CodeCode Available	1	5
Code-Vision: Evaluating Multimodal LLMs Logic Understanding and Code Generation Capabilities	Feb 17, 2025	Code GenerationHumanEval	CodeCode Available	1	5
Metis-RISE: RL Incentivizes and SFT Enhances Multimodal Reasoning Model Learning	Jun 16, 2025	Multimodal ReasoningReinforcement Learning (RL)	CodeCode Available	1	5
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	5
A Picture Is Worth a Graph: A Blueprint Debate Paradigm for Multimodal Reasoning	Mar 22, 2024	Multimodal Reasoning	CodeCode Available	1	5
3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark	Mar 26, 2025	DiagnosticMultimodal Reasoning	CodeCode Available	1	5
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models	Jun 17, 2024	BenchmarkingFact Checking	CodeCode Available	1	5

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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