SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 302 papers

TitleStatusHype
ARB: A Comprehensive Arabic Multimodal Reasoning BenchmarkCode1
Training-Free Reasoning and Reflection in MLLMs—0
Chain-of-Focus: Adaptive Visual Search and Zooming for Multimodal Reasoning via RL—0
LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language ModelsCode0
MORALISE: A Structured Benchmark for Moral Alignment in Visual Language Models—0
Code2Logic: Game-Code-Driven Data Synthesis for Enhancing VLMs General ReasoningCode2
Emerging Properties in Unified Multimodal PretrainingCode9
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement LearningCode5
SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio InformationCode1
Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation—0
AdaToken-3D: Dynamic Spatial Gating for Efficient 3D Large Multimodal-Models Reasoning—0
Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning—0
MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level SupervisionCode4
KGAlign: Joint Semantic-Structural Knowledge Encoding for Multimodal Fake News DetectionCode0
MMS-VPR: Multimodal Street-Level Visual Place Recognition Dataset and Benchmark—0
LogicOCR: Do Your Large Multimodal Models Excel at Logical Reasoning on Text-Rich Images?Code1
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging—0
Human-Aligned Bench: Fine-Grained Assessment of Reasoning Ability in MLLMs vs. Humans—0
Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert ReasonerCode2
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning—0
Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning—0
Seed1.5-VL Technical Report—0
Overview of the NLPCC 2025 Shared Task 4: Multi-modal, Multilingual, and Multi-hop Medical Instructional Video Question Answering Challenge—0
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning ModelsCode4
Q-Heart: ECG Question Answering via Knowledge-Informed 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