SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 302 papers

TitleStatusHype
Fine-Grained Visual EntailmentCode1
Shifting More Attention to Visual Backbone: Query-modulated Refinement Networks for End-to-End Visual GroundingCode1
PACS: A Dataset for Physical Audiovisual CommonSense ReasoningCode1
WebQA: Multihop and Multimodal QACode1
Towers of Babel: Combining Images, Language, and 3D Geometry for Learning Multimodal VisionCode1
MERLOT: Multimodal Neural Script Knowledge ModelsCode1
A Multimodal Framework for the Detection of Hateful MemesCode1
e-SNLI-VE: Corrected Visual-Textual Entailment with Natural Language ExplanationsCode1
EgoPrune: Efficient Token Pruning for Egomotion Video Reasoning in Embodied Agent—0
Revisiting Reliability in the Reasoning-based Pose Estimation Benchmark—0
The Synergy Dilemma of Long-CoT SFT and RL: Investigating Post-Training Techniques for Reasoning VLMs—0
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning—0
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling—0
Perception-Aware Policy Optimization for Multimodal Reasoning—0
APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy OptimizationCode0
MultiFinRAG: An Optimized Multimodal Retrieval-Augmented Generation (RAG) Framework for Financial Question Answering—0
Adapting Vision-Language Models for Evaluating World Models—0
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning—0
GeoGuess: Multimodal Reasoning based on Hierarchy of Visual Information in Street View—0
MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering—0
PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning—0
RadFabric: Agentic AI System with Reasoning Capability for Radiology—0
FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design—0
VL-GenRM: Enhancing Vision-Language Verification via Vision Experts and Iterative Training—0
MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document RetrievalCode0
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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