SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–175 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
Show:102550
← PrevPage 7 of 13Next →
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