Cover Image

Tailored Teaching with Balanced Difficulty: Elevating Reasoning in Multimodal Chain-of-Thought via Prompt Curriculum

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yang, Xinglong, Feng, Quan, Pan, Zhongying, Chen, Xiang, Tian, Yu, Li, Wentong, Qiao, Shuofei, Geng, Yuxia, Zhao, Xingyu, Huang, Sheng-Jun
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Multimedia
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

SCI-Reason: A Dataset with Chain-of-Thought Rationales for Complex Multimodal Reasoning in Academic Areas
by: Ma, Chenghao, et al.
Published: (2025)

Grounded Chain-of-Thought for Multimodal Large Language Models
by: Wu, Qiong, et al.
Published: (2025)

Dark Side of Modalities: Reinforced Multimodal Distillation for Multimodal Knowledge Graph Reasoning
by: Zhao, Yu, et al.
Published: (2025)

History-Guided Iterative Visual Reasoning with Self-Correction
by: Yang, Xinglong, et al.
Published: (2026)

CoPRS: Learning Positional Prior from Chain-of-Thought for Reasoning Segmentation
by: Lu, Zhenyu, et al.
Published: (2025)

MMC: Iterative Refinement of VLM Reasoning via MCTS-based Multimodal Critique
by: Liu, Shuhang, et al.
Published: (2025)

Chain-of-Thought Compression Should Not Be Blind: V-Skip for Efficient Multimodal Reasoning via Dual-Path Anchoring
by: Zhang, Dongxu, et al.
Published: (2026)

PRM-BAS: Enhancing Multimodal Reasoning through PRM-guided Beam Annealing Search
by: Hu, Pengfei, et al.
Published: (2025)

MInD: Improving Multimodal Sentiment Analysis via Multimodal Information Disentanglement
by: Dai, Weichen, et al.
Published: (2024)

MarkIt: Training-Free Visual Markers for Precise Video Temporal Grounding
by: Fang, Pengcheng, et al.
Published: (2026)

Beyond Forced Modality Balance: Intrinsic Information Budgets for Multimodal Learning
by: Xiong, Zechang, et al.
Published: (2026)

MultiMedEdit: A Scenario-Aware Benchmark for Evaluating Knowledge Editing in Medical VQA
by: Wen, Shengtao, et al.
Published: (2025)

Proxy-Tuning: Tailoring Multimodal Autoregressive Models for Subject-Driven Image Generation
by: Wu, Yi, et al.
Published: (2025)

Ada2I: Enhancing Modality Balance for Multimodal Conversational Emotion Recognition
by: Nguyen, Cam-Van Thi, et al.
Published: (2024)

Analyzable Chain-of-Musical-Thought Prompting for High-Fidelity Music Generation
by: Lam, Max W. Y., et al.
Published: (2025)

Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model
by: Ma, Ziyang, et al.
Published: (2025)

UMETTS: A Unified Framework for Emotional Text-to-Speech Synthesis with Multimodal Prompts
by: Cheng, Zhi-Qi, et al.
Published: (2024)

MORE-R1: Guiding LVLM for Multimodal Object-Entity Relation Extraction via Stepwise Reasoning with Reinforcement Learning
by: Yuan, Xiang, et al.
Published: (2026)

MM-InstructEval: Zero-Shot Evaluation of (Multimodal) Large Language Models on Multimodal Reasoning Tasks
by: Yang, Xiaocui, et al.
Published: (2024)

VCoME: Verbal Video Composition with Multimodal Editing Effects
by: Gong, Weibo, et al.
Published: (2024)

ProMSC-MIS: Prompt-based Multimodal Semantic Communication for Multi-Spectral Image Segmentation
by: Zhang, Haoshuo, et al.
Published: (2025)

Towards Multimodal Sentiment Analysis via Contrastive Cross-modal Retrieval Augmentation and Hierachical Prompts
by: Zhao, Xianbing, et al.
Published: (2025)

Balanced Multimodal Learning: An Unidirectional Dynamic Interaction Perspective
by: Wang, Shijie, et al.
Published: (2025)

Evolutionary Multimodal Reasoning via Hierarchical Semantic Representation for Intent Recognition
by: Zhou, Qianrui, et al.
Published: (2026)

UniPath: Adaptive Coordination of Understanding and Generation for Unified Multimodal Reasoning
by: Bai, Hayes, et al.
Published: (2026)

PixelThink: Towards Efficient Chain-of-Pixel Reasoning
by: Wang, Song, et al.
Published: (2025)

ISDrama: Immersive Spatial Drama Generation through Multimodal Prompting
by: Zhang, Yu, et al.
Published: (2025)

ExpLLM: Towards Chain of Thought for Facial Expression Recognition
by: Lan, Xing, et al.
Published: (2024)

Learning Shared Sentiment Prototypes for Adaptive Multimodal Sentiment Analysis
by: Su, Chen, et al.
Published: (2026)

ISMAF: Intrinsic-Social Modality Alignment and Fusion for Multimodal Rumor Detection
by: Yu, Zihao, et al.
Published: (2025)

Mitigating Multimodal Inconsistency via Cognitive Dual-Pathway Reasoning for Intent Recognition
by: Wang, Yifan, et al.
Published: (2026)

Target Speech Diarization with Multimodal Prompts
by: Jiang, Yidi, et al.
Published: (2024)

SVLA: A Unified Speech-Vision-Language Assistant with Multimodal Reasoning and Speech Generation
by: Huynh, Ngoc Dung, et al.
Published: (2025)

Hybrid CNN-Mamba Enhancement Network for Robust Multimodal Sentiment Analysis
by: Li, Xiang, et al.
Published: (2025)

State-Anchored Complete-View Distillation for Robust Conversational Multimodal Emotion Recognition
by: Pan, Zhaoyan, et al.
Published: (2026)

Beyond Isolated Utterances: Cue-Guided Interaction for Context-Dependent Conversational Multimodal Understanding
by: Pan, Zhaoyan, et al.
Published: (2026)

Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
by: Lin, Yuxiang, et al.
Published: (2025)

LightThinker++: From Reasoning Compression to Memory Management
by: Zhu, Yuqi, et al.
Published: (2026)

Multimodal LLM-based Query Paraphrasing for Video Search
by: Wu, Jiaxin, et al.
Published: (2024)

LungCURE: Benchmarking Multimodal Real-World Clinical Reasoning for Precision Lung Cancer Diagnosis and Treatment
by: Hao, Fangyu, et al.
Published: (2026)