Cover Image

MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhou, Junjie, Liu, Zheng, Liu, Ze, Xiao, Shitao, Wang, Yueze, Zhao, Bo, Zhang, Chen Jason, Lian, Defu, Xiong, Yongping
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval
by: Zhou, Junjie, et al.
Published: (2024)

MR$^2$-Bench: Going Beyond Matching to Reasoning in Multimodal Retrieval
by: Zhou, Junjie, et al.
Published: (2025)

Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information Retrieval
by: Liu, Ze, et al.
Published: (2025)

Llama2Vec: Unsupervised Adaptation of Large Language Models for Dense Retrieval
by: Liu, Zheng, et al.
Published: (2023)

Lighter And Better: Towards Flexible Context Adaptation For Retrieval Augmented Generation
by: Liu, Zheng, et al.
Published: (2024)

AIR-Bench: Automated Heterogeneous Information Retrieval Benchmark
by: Chen, Jianlyu, et al.
Published: (2024)

OmniGen2: Towards Instruction-Aligned Multimodal Generation
by: Wu, Chenyuan, et al.
Published: (2025)

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

O1 Embedder: Let Retrievers Think Before Action
by: Yan, Ruiran, et al.
Published: (2025)

MLVU: Benchmarking Multi-task Long Video Understanding
by: Zhou, Junjie, et al.
Published: (2024)

M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation
by: Chen, Jianlv, et al.
Published: (2024)

C-Pack: Packed Resources For General Chinese Embeddings
by: Xiao, Shitao, et al.
Published: (2023)

Reinforced Information Retrieval
by: Li, Chaofan, et al.
Published: (2025)

BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models
by: Luo, Kun, et al.
Published: (2024)

Efficient Multimodal Learning from Data-centric Perspective
by: He, Muyang, et al.
Published: (2024)

Large Language Models as Foundations for Next-Gen Dense Retrieval: A Comprehensive Empirical Assessment
by: Luo, Kun, et al.
Published: (2024)

OmniGen: Unified Image Generation
by: Xiao, Shitao, et al.
Published: (2024)

MomentSeeker: A Task-Oriented Benchmark For Long-Video Moment Retrieval
by: Yuan, Huaying, et al.
Published: (2025)

ReasonEmbed: Enhanced Text Embeddings for Reasoning-Intensive Document Retrieval
by: Chen, Jianlyu, et al.
Published: (2025)

Making Text Embedders Few-Shot Learners
by: Li, Chaofan, et al.
Published: (2024)

EditScore: Unlocking Online RL for Image Editing via High-Fidelity Reward Modeling
by: Luo, Xin, et al.
Published: (2025)

MegaRAG: Multimodal Knowledge Graph-Based Retrieval Augmented Generation
by: Hsiao, Chi-Hsiang, et al.
Published: (2025)

Retro*: Optimizing LLMs for Reasoning-Intensive Document Retrieval
by: Lan, Junwei, et al.
Published: (2025)

UniMEL: A Unified Framework for Multimodal Entity Linking with Large Language Models
by: Qi, Liu, et al.
Published: (2024)

MegaScience: Pushing the Frontiers of Post-Training Datasets for Science Reasoning
by: Fan, Run-Ze, et al.
Published: (2025)

Extensible Embedding: A Flexible Multipler For LLM's Context Length
by: Shao, Ninglu, et al.
Published: (2024)

Flexibly Scaling Large Language Models Contexts Through Extensible Tokenization
by: Shao, Ninglu, et al.
Published: (2024)

MemoRAG: Boosting Long Context Processing with Global Memory-Enhanced Retrieval Augmentation
by: Qian, Hongjin, et al.
Published: (2024)

Towards A Generalist Code Embedding Model Based On Massive Data Synthesis
by: Li, Chaofan, et al.
Published: (2025)

TextDiff: Mask-Guided Residual Diffusion Models for Scene Text Image Super-Resolution
by: Liu, Baolin, et al.
Published: (2023)

MMTalker: Multiresolution 3D Talking Head Synthesis with Multimodal Feature Fusion
by: Liu, Bin, et al.
Published: (2026)

Advancing Machine-Generated Text Detection from an Easy to Hard Supervision Perspective
by: Wu, Chenwang, et al.
Published: (2025)

Hidden Human-Like Nature of Machine-Generated Texts: Theory and Detection Enhancement
by: Wu, Chenwang, et al.
Published: (2026)

NoiseDiffusion: Correcting Noise for Image Interpolation with Diffusion Models beyond Spherical Linear Interpolation
by: Zheng, PengFei, et al.
Published: (2024)

MegaLoc: One Retrieval to Place Them All
by: Berton, Gabriele, et al.
Published: (2025)

Video-XL-2: Towards Very Long-Video Understanding Through Task-Aware KV Sparsification
by: Qin, Minghao, et al.
Published: (2025)

Universal Prompt Optimizer for Safe Text-to-Image Generation
by: Wu, Zongyu, et al.
Published: (2024)

Boosting Long-Context Management via Query-Guided Activation Refilling
by: Qian, Hongjin, et al.
Published: (2024)

V-Retrver: Evidence-Driven Agentic Reasoning for Universal Multimodal Retrieval
by: Chen, Dongyang, et al.
Published: (2026)

Multi-Level Contextual Token Relation Modeling for Machine-Generated Text Detection
by: Wu, Chenwang, et al.
Published: (2026)