Cover Image

MM-R5: MultiModal Reasoning-Enhanced ReRanker via Reinforcement Learning for Document Retrieval

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xu, Mingjun, Dong, Jinhan, Hou, Jue, Wang, Zehui, Li, Sihang, Gao, Zhifeng, Zhong, Renxin, Cai, Hengxing
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computation and Language Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Multi-Granularity Retrieval Framework for Visually-Rich Documents
by: Xu, Mingjun, et al.
Published: (2025)

FlightGPT: Towards Generalizable and Interpretable UAV Vision-and-Language Navigation with Vision-Language Models
by: Cai, Hengxing, et al.
Published: (2025)

Doc2SAR: A Synergistic Framework for High-Fidelity Extraction of Structure-Activity Relationships from Scientific Documents
by: Zhuang, Jiaxi, et al.
Published: (2025)

AirNav: A Large-Scale UAV Vision-and-Language Navigation Dataset with Natural and Diverse Instructions
by: Cai, Hengxing, et al.
Published: (2026)

MM-LLMs: Recent Advances in MultiModal Large Language Models
by: Zhang, Duzhen, et al.
Published: (2024)

Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark
by: Hao, Yunzhuo, et al.
Published: (2025)

Search and Refine During Think: Facilitating Knowledge Refinement for Improved Retrieval-Augmented Reasoning
by: Shi, Yaorui, et al.
Published: (2025)

SA-GCS: Semantic-Aware Gaussian Curriculum Scheduling for UAV Vision-Language Navigation
by: Cai, Hengxing, et al.
Published: (2025)

MMRPT: MultiModal Reinforcement Pre-Training via Masked Vision-Dependent Reasoning
by: Zheng, Xuhui, et al.
Published: (2025)

GUI-ReRank: Enhancing GUI Retrieval with Multi-Modal LLM-based Reranking
by: Kolthoff, Kristian, et al.
Published: (2025)

MultiSlot ReRanker: A Generic Model-based Re-Ranking Framework in Recommendation Systems
by: Xiao, Qiang Charles, et al.
Published: (2024)

MM-MoralBench: A MultiModal Moral Evaluation Benchmark for Large Vision-Language Models
by: Yan, Bei, et al.
Published: (2024)

Re-M3Dr: Rebalanced MultiModal Mean Deviation Regression
by: Yin, Haojie, et al.
Published: (2026)

MolReasoner: Toward Effective and Interpretable Reasoning for Molecular LLMs
by: Zhao, Guojiang, et al.
Published: (2025)

MultiModal Action Conditioned Video Generation
by: Li, Yichen, et al.
Published: (2025)

MultiModal Fine-tuning with Synthetic Captions
by: Enomoto, Shohei, et al.
Published: (2026)

Look Back to Reason Forward: Revisitable Memory for Long-Context LLM Agents
by: Shi, Yaorui, et al.
Published: (2025)

TeamPath: Building MultiModal Pathology Experts with Reasoning AI Copilots
by: Liu, Tianyu, et al.
Published: (2025)

SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding
by: Li, Sihang, et al.
Published: (2024)

Re-Rankers as Relevance Judges
by: Meng, Chuan, et al.
Published: (2026)

Adaptive Deep Reinforcement Learning for Optimizing Teacher Professional Development Path
by: Mingjun Shi, et al.
Published: (2026)

Improving Zero-shot LLM Re-Ranker with Risk Minimization
by: Yuan, Xiaowei, et al.
Published: (2024)

MMA-Diffusion: MultiModal Attack on Diffusion Models
by: Yang, Yijun, et al.
Published: (2023)

M3R: Localized Rainfall Nowcasting with Meteorology-Informed MultiModal Attention
by: Panta, Sanjeev, et al.
Published: (2026)

Matryoshka Re-Ranker: A Flexible Re-Ranking Architecture With Configurable Depth and Width
by: Liu, Zheng, et al.
Published: (2025)

M3: 3D-Spatial MultiModal Memory
by: Zou, Xueyan, et al.
Published: (2025)

Uni-SMART: Universal Science Multimodal Analysis and Research Transformer
by: Cai, Hengxing, et al.
Published: (2024)

ReGuLaR: Variational Latent Reasoning Guided by Rendered Chain-of-Thought
by: Wang, Fanmeng, et al.
Published: (2026)

CharGen: High Accurate Character-Level Visual Text Generation Model with MultiModal Encoder
by: Ma, Lichen, et al.
Published: (2024)

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning
by: Lu, Keer, et al.
Published: (2025)

An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models
by: Zhou, Xiongtao, et al.
Published: (2024)

MM-THEBench: Do Reasoning MLLMs Think Reasonably?
by: Huang, Zhidian, et al.
Published: (2026)

MMCORE: MultiModal COnnection with Representation Aligned Latent Embeddings
by: Li, Zijie, et al.
Published: (2026)

ControlEdit: A MultiModal Local Clothing Image Editing Method
by: Cheng, Di, et al.
Published: (2024)

CapS-Adapter: Caption-based MultiModal Adapter in Zero-Shot Classification
by: Wang, Qijie, et al.
Published: (2024)

HAMMR: HierArchical MultiModal React agents for generic VQA
by: Castrejon, Lluis, et al.
Published: (2024)

ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding
by: Sun, Zhongxiang, et al.
Published: (2025)

MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification
by: Sun, Linzhuang, et al.
Published: (2025)

ProM3E: Probabilistic Masked MultiModal Embedding Model for Ecology
by: Sastry, Srikumar, et al.
Published: (2025)

Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers
by: Chen, Shijie, et al.
Published: (2024)