SOTAVerified

Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 302 papers

TitleStatusHype
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
Why Reasoning Matters? A Survey of Advancements in Multimodal Reasoning (v1)—0
MORALISE: A Structured Benchmark for Moral Alignment in Visual Language Models—0
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models—0
Structured Graph Representations for Visual Narrative Reasoning: A Hierarchical Framework for Comics—0
Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level—0
MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification—0
MultiFinRAG: An Optimized Multimodal Retrieval-Augmented Generation (RAG) Framework for Financial Question Answering—0
MultiMind: Enhancing Werewolf Agents with Multimodal Reasoning and Theory of Mind—0
A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges—0
Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models—0
Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval—0
Multimodal Reasoning with Multimodal Knowledge Graph—0
Multimodal Transformer with Multi-View Visual Representation for Image Captioning—0
MuSciClaims: Multimodal Scientific Claim Verification—0
Assessing GPT4-V on Structured Reasoning Tasks—0
NL-Eye: Abductive NLI for Images—0
NoTeS-Bank: Benchmarking Neural Transcription and Search for Scientific Notes Understanding—0
NVLM: Open Frontier-Class Multimodal LLMs—0
X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains—0
OmniAD: Detect and Understand Industrial Anomaly via Multimodal Reasoning—0
On scalable oversight with weak LLMs judging strong LLMs—0
ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning—0
Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought—0
Optimizing Vision-Language Interactions Through Decoder-Only Models—0
Optimus-3: Towards Generalist Multimodal Minecraft Agents with Scalable Task Experts—0
Overview of the NLPCC 2025 Shared Task 4: Multi-modal, Multilingual, and Multi-hop Medical Instructional Video Question Answering Challenge—0
Perception-Aware Policy Optimization for Multimodal Reasoning—0
PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning—0
Personality-aware Human-centric Multimodal Reasoning: A New Task, Dataset and Baselines—0
POEM: Interactive Prompt Optimization for Enhancing Multimodal Reasoning of Large Language Models—0
Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning—0
Position: Empowering Time Series Reasoning with Multimodal LLMs—0
Preemptive Hallucination Reduction: An Input-Level Approach for Multimodal Language Model—0
Premise-based Multimodal Reasoning: Conditional Inference on Joint Textual and Visual Clues—0
Progressive Multimodal Reasoning via Active Retrieval—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