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State of Multimodal Reasoning | Report | ScienceToStartup
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Multimodal Reasoning
State of Multimodal Reasoning
19 papers · avg viability 6.0
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Chain-of-Thought
GRPO
Top papers
Think While Watching: Online Streaming Segment-Level Memory for Multi-Turn Video Reasoning in Multimodal Large Language Models
(9.0)
Thinking in Dynamics: How Multimodal Large Language Models Perceive, Track, and Reason Dynamics in Physical 4D World
(8.0)
M$^3$-ACE: Rectifying Visual Perception in Multimodal Math Reasoning via Multi-Agentic Context Engineering
(8.0)
Seeing with You: Perception-Reasoning Coevolution for Multimodal Reasoning
(7.0)
BRIDGE: Benchmark for multi-hop Reasoning In long multimodal Documents with Grounded Evidence
(7.0)
ClueTracer: Question-to-Vision Clue Tracing for Training-Free Hallucination Suppression in Multimodal Reasoning
(7.0)
LanteRn: Latent Visual Structured Reasoning
(7.0)
Thinking with Constructions: A Benchmark and Policy Optimization for Visual-Text Interleaved Geometric Reasoning
(7.0)
Let's Think with Images Efficiently! An Interleaved-Modal Chain-of-Thought Reasoning Framework with Dynamic and Precise Visual Thoughts
(7.0)
Fuel Gauge: Estimating Chain-of-Thought Length Ahead of Time in Large Multimodal Models
(7.0)
Concise Geometric Description as a Bridge: Unleashing the Potential of LLM for Plane Geometry Problem Solving
(6.0)
GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning
(6.0)
CAMD: Coverage-Aware Multimodal Decoding for Efficient Reasoning of Multimodal Large Language Models
(6.0)
Evolving from Tool User to Creator via Training-Free Experience Reuse in Multimodal Reasoning
(5.0)
R-C2: Cycle-Consistent Reinforcement Learning Improves Multimodal Reasoning
(4.0)
Beyond Final Answers: CRYSTAL Benchmark for Transparent Multimodal Reasoning Evaluation
(4.0)
Evaluating Time Awareness and Cross-modal Active Perception of Large Models via 4D Escape Room Task
(4.0)
Deconstructing Multimodal Mathematical Reasoning: Towards a Unified Perception-Alignment-Reasoning Paradigm
(2.0)
Omni-R1: Towards the Unified Generative Paradigm for Multimodal Reasoning
(2.0)
