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Multimodal Reasoning

Reasoning over multimodal inputs.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 302 papers

TitleStatusHype
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at ScaleCode1
Will Pre-Training Ever End? A First Step Toward Next-Generation Foundation MLLMs via Self-Improving Systematic CognitionCode1
LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and GenerationCode1
Exploring the Transferability of Visual Prompting for Multimodal Large Language ModelsCode1
LLMs can be Dangerous Reasoners: Analyzing-based Jailbreak Attack on Large Language ModelsCode1
Fine-Grained Visual EntailmentCode1
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical ReasoningCode1
Shifting More Attention to Visual Backbone: Query-modulated Refinement Networks for End-to-End Visual GroundingCode1
Improving Multi-Agent Debate with Sparse Communication Topology—0
CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base—0
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models—0
Critique Before Thinking: Mitigating Hallucination through Rationale-Augmented Instruction Tuning—0
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning—0
Hints of Prompt: Enhancing Visual Representation for Multimodal LLMs in Autonomous Driving—0
Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine—0
Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence—0
Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought—0
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning—0
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning—0
GeoGuess: Multimodal Reasoning based on Hierarchy of Visual Information in Street View—0
COSINT-Agent: A Knowledge-Driven Multimodal Agent for Chinese Open Source Intelligence—0
Learning from Inside: Self-driven Siamese Sampling and Reasoning for Video Question Answering—0
GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning—0
Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding—0
FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design—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