Cover Image

Scaling and Beyond: Advancing Spatial Reasoning in MLLMs Requires New Recipes

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Huanyu, Li, Chengzu, Wu, Wenshan, Mao, Shaoguang, Zhang, Yifan, Tian, Haochen, Vulić, Ivan, Zhang, Zhang, Wang, Liang, Tan, Tieniu, Wei, Furu
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Imagine while Reasoning in Space: Multimodal Visualization-of-Thought
by: Li, Chengzu, et al.
Published: (2025)

Latent Sketchpad: Sketching Visual Thoughts to Elicit Multimodal Reasoning in MLLMs
by: Zhang, Huanyu, et al.
Published: (2025)

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis
by: Li, Chengzu, et al.
Published: (2025)

Mind's Eye of LLMs: Visualization-of-Thought Elicits Spatial Reasoning in Large Language Models
by: Wu, Wenshan, et al.
Published: (2024)

How Well Do Models Follow Visual Instructions? VIBE: A Systematic Benchmark for Visual Instruction-Driven Image Editing
by: Zhang, Huanyu, et al.
Published: (2026)

TopViewRS: Vision-Language Models as Top-View Spatial Reasoners
by: Li, Chengzu, et al.
Published: (2024)

Enhancing Language Model Rationality with Bi-Directional Deliberation Reasoning
by: Zhang, Yadong, et al.
Published: (2024)

Meta Reasoning for Large Language Models
by: Gao, Peizhong, et al.
Published: (2024)

Thinking in Frames: How Visual Context and Test-Time Scaling Empower Video Reasoning
by: Li, Chengzu, et al.
Published: (2026)

Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration
by: Wang, Zhenhailong, et al.
Published: (2023)

Beyond the Final Layer: Intermediate Representations for Better Multilingual Calibration in Large Language Models
by: Zhou, Ej, et al.
Published: (2025)

K-Level Reasoning: Establishing Higher Order Beliefs in Large Language Models for Strategic Reasoning
by: Zhang, Yadong, et al.
Published: (2024)

LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models
by: Zhang, Yadong, et al.
Published: (2024)

Lost in Embeddings: Information Loss in Vision-Language Models
by: Li, Wenyan, et al.
Published: (2025)

TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting
by: Zhang, Huanyu, et al.
Published: (2024)

Large Language Models are Miscalibrated In-Context Learners
by: Li, Chengzu, et al.
Published: (2023)

Scaling Spatial Reasoning in MLLMs through Programmatic Data Synthesis
by: Helu, Zhi, et al.
Published: (2025)

Rethinking the Text-Vision Reasoning Imbalance in MLLMs through the Lens of Training Recipes
by: Yao, Guanyu, et al.
Published: (2025)

ALYMPICS: LLM Agents Meet Game Theory -- Exploring Strategic Decision-Making with AI Agents
by: Mao, Shaoguang, et al.
Published: (2023)

Visual Planning: Let's Think Only with Images
by: Xu, Yi, et al.
Published: (2025)

SORT3D: Spatial Object-centric Reasoning Toolbox for Zero-Shot 3D Grounding Using Large Language Models
by: Zantout, Nader, et al.
Published: (2025)

MathScale: Scaling Instruction Tuning for Mathematical Reasoning
by: Tang, Zhengyang, et al.
Published: (2024)

MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?
by: Zhang, Yi-Fan, et al.
Published: (2024)

Human Image Generation: A Comprehensive Survey
by: Jia, Zhen, et al.
Published: (2022)

SimScale: Learning to Drive via Real-World Simulation at Scale
by: Tian, Haochen, et al.
Published: (2025)

M2-Reasoning: Empowering MLLMs with Unified General and Spatial Reasoning
by: AI, Inclusion, et al.
Published: (2025)

IRef-VLA: A Benchmark for Interactive Referential Grounding with Imperfect Language in 3D Scenes
by: Zhang, Haochen, et al.
Published: (2025)

Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing
by: Wu, Junfei, et al.
Published: (2025)

MOBILNI GEOGRAFSKI INFORMACIONI SISTEMI U SISTEMIMA C4I2
by: Ivan Vulić
Published: (2006)

From Indoor to Open World: Revealing the Spatial Reasoning Gap in MLLMs
by: Wu, Mingrui, et al.
Published: (2025)

Beyond Unimodal Shortcuts: MLLMs as Cross-Modal Reasoners for Grounded Named Entity Recognition
by: Ma, Jinlong, et al.
Published: (2026)

Spatial Preference Rewarding for MLLMs Spatial Understanding
by: Qiu, Han, et al.
Published: (2025)

VLA-3D: A Dataset for 3D Semantic Scene Understanding and Navigation
by: Zhang, Haochen, et al.
Published: (2024)

Data-driven Augmentation of a Turbulence Model in Three-dimensional Separated Flows
by: Wu, Chenyu, et al.
Published: (2025)

Development of a Generalizable Data-driven Turbulence Model: Conditioned Field Inversion and Symbolic Regression
by: Wu, Chenyu, et al.
Published: (2024)

Numerical Simulation of Three-dimensional High-Lift Configurations Using Data-Driven Turbulence Model
by: Zhang, Shaoguang, et al.
Published: (2025)

Aerodynamic Prediction of a CRM High-lift Configuration using a modified three equation turbulence mode
by: Zhang, Shaoguang, et al.
Published: (2024)

Can MLLMs Reason Beyond Language? VisReason: A Comprehensive Benchmark for Vision-Centric Reasoning
by: Guo, Longteng, et al.
Published: (2026)

A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts
by: Liang, Jian, et al.
Published: (2023)

VisualQuest: A Benchmark for Abstract Visual Reasoning in MLLMs
by: Xiao, Kelaiti, et al.
Published: (2025)