SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 226–250 of 302 papers

TitleStatusHype
Socratic Questioning: Learn to Self-guide Multimodal Reasoning in the WildCode0
EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models—0
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
Diving into Self-Evolving Training for Multimodal Reasoning—0
SilVar: Speech Driven Multimodal Model for Reasoning Visual Question Answering and Object LocalizationCode0
Progressive Multimodal Reasoning via Active Retrieval—0
FiVL: A Framework for Improved Vision-Language AlignmentCode0
Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence—0
Leveraging Retrieval-Augmented Tags for Large Vision-Language Understanding in Complex Scenes—0
A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges—0
Optimizing Vision-Language Interactions Through Decoder-Only Models—0
EVLM: Self-Reflective Multimodal Reasoning for Cross-Dimensional Visual Editing—0
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning—0
Hints of Prompt: Enhancing Visual Representation for Multimodal LLMs in Autonomous Driving—0
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization—0
Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level—0
Towards Low-Resource Harmful Meme Detection with LMM AgentsCode0
Understanding the Role of LLMs in Multimodal Evaluation BenchmarksCode0
Learning to Ground VLMs without Forgetting—0
An X-Ray Is Worth 15 Features: Sparse Autoencoders for Interpretable Radiology Report Generation—0
NL-Eye: Abductive NLI for Images—0
Deep Learning and Machine Learning, Advancing Big Data Analytics and Management: Unveiling AI's Potential Through Tools, Techniques, and Applications—0
Proof of Thought : Neurosymbolic Program Synthesis allows Robust and Interpretable Reasoning—0
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated ImagesCode0
NVLM: Open Frontier-Class Multimodal LLMs—0
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All datasetsREBUSMATH-VAlgoPuzzleVQA

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4VAccuracy24—Unverified
2Gemini ProAccuracy13.2—Unverified
3LLaVa-1.5-13BAccuracy1.8—Unverified
4LLaVa-1.5-7BAccuracy1.5—Unverified
5BLIP2-FLAN-T5-XXLAccuracy0.9—Unverified
6QWENAccuracy0.9—Unverified
7CogVLMAccuracy0.9—Unverified
8InstructBLIPAccuracy0.6—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT4VAccuracy22.76—Unverified
2Gemini ProAccuracy17.66—Unverified
3Qwen-VL-MaxAccuracy15.59—Unverified
4InternLM-XComposer2-VLAccuracy14.54—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4Acc30.3—Unverified