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Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 302 papers

TitleStatusHype
SAM-R1: Leveraging SAM for Reward Feedback in Multimodal Segmentation via Reinforcement Learning—0
MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs—0
Agentic 3D Scene Generation with Spatially Contextualized VLMs—0
Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning—0
DreamPRM: Domain-Reweighted Process Reward Model for Multimodal Reasoning—0
Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval—0
ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning—0
Don't Look Only Once: Towards Multimodal Interactive Reasoning with Selective Visual Revisitation—0
MMMG: a Comprehensive and Reliable Evaluation Suite for Multitask Multimodal Generation—0
EVADE: Multimodal Benchmark for Evasive Content Detection in E-Commerce Applications—0
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models—0
Training-Free Reasoning and Reflection in MLLMs—0
LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language ModelsCode0
Chain-of-Focus: Adaptive Visual Search and Zooming for Multimodal Reasoning via RL—0
MORALISE: A Structured Benchmark for Moral Alignment in Visual Language Models—0
AdaToken-3D: Dynamic Spatial Gating for Efficient 3D Large Multimodal-Models Reasoning—0
Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation—0
Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning—0
MMS-VPR: Multimodal Street-Level Visual Place Recognition Dataset and Benchmark—0
KGAlign: Joint Semantic-Structural Knowledge Encoding for Multimodal Fake News DetectionCode0
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
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning—0
Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning—0
Overview of the NLPCC 2025 Shared Task 4: Multi-modal, Multilingual, and Multi-hop Medical Instructional Video Question Answering Challenge—0
Seed1.5-VL Technical Report—0
Q-Heart: ECG Question Answering via Knowledge-Informed Multimodal LLMs—0
SToLa: Self-Adaptive Touch-Language Framework with Tactile Commonsense Reasoning in Open-Ended Scenarios—0
X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains—0
Advancing Conversational Diagnostic AI with Multimodal Reasoning—0
R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation—0
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models—0
MultiMind: Enhancing Werewolf Agents with Multimodal Reasoning and Theory of Mind—0
VLMGuard-R1: Proactive Safety Alignment for VLMs via Reasoning-Driven Prompt Optimization—0
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning—0
SlowFastVAD: Video Anomaly Detection via Integrating Simple Detector and RAG-Enhanced Vision-Language Model—0
Structured Graph Representations for Visual Narrative Reasoning: A Hierarchical Framework for Comics—0
VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge—0
Draw with Thought: Unleashing Multimodal Reasoning for Scientific Diagram Generation—0
NoTeS-Bank: Benchmarking Neural Transcription and Search for Scientific Notes Understanding—0
VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering—0
Why Reasoning Matters? A Survey of Advancements in Multimodal Reasoning (v1)—0
MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models—0
Agentic Multimodal AI for Hyperpersonalized B2B and B2C Advertising in Competitive Markets: An AI-Driven Competitive Advertising Framework—0
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models—0
VisualQuest: A Diverse Image Dataset for Evaluating Visual Recognition in LLMs—0
Training-Free Personalization via Retrieval and Reasoning on Fingerprints—0
Mind with Eyes: from Language Reasoning to Multimodal Reasoning—0
Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models—0
EfficientLLaVA:Generalizable Auto-Pruning for Large Vision-language Models—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