SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 176–200 of 302 papers

TitleStatusHype
Look Before You Leap: A GUI-Critic-R1 Model for Pre-Operative Error Diagnosis in GUI Automation—0
Chain-of-Focus: Adaptive Visual Search and Zooming for Multimodal Reasoning via RL—0
MagiC: Evaluating Multimodal Cognition Toward Grounded Visual Reasoning—0
Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning—0
Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark—0
MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering—0
User-in-the-loop Evaluation of Multimodal LLMs for Activity Assistance—0
VERIFY: A Benchmark of Visual Explanation and Reasoning for Investigating Multimodal Reasoning Fidelity—0
AccidentBlip: Agent of Accident Warning based on MA-former—0
C^3: Compositional Counterfactual Contrastive Learning for Video-grounded Dialogues—0
Mind with Eyes: from Language Reasoning to Multimodal Reasoning—0
MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM—0
Mitigating Object Hallucinations in Large Vision-Language Models via Attention Calibration—0
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning—0
Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency—0
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency—0
MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs—0
MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models—0
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking—0
MMMG: a Comprehensive and Reliable Evaluation Suite for Multitask Multimodal Generation—0
MMMG: A Massive, Multidisciplinary, Multi-Tier Generation Benchmark for Text-to-Image Reasoning—0
BBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models—0
AutoFraudNet: A Multimodal Network to Detect Fraud in the Auto Insurance Industry—0
MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos—0
MMS-VPR: Multimodal Street-Level Visual Place Recognition Dataset and Benchmark—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