Cover Image

Towards Universal Video Retrieval: Generalizing Video Embedding via Synthesized Multimodal Pyramid Curriculum

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Guo, Zhuoning, Li, Mingxin, Zhang, Yanzhao, Long, Dingkun, Xie, Pengjun, Chu, Xiaowen
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Computation and Language Information Retrieval Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

GME: Improving Universal Multimodal Retrieval by Multimodal LLMs
by: Zhang, Xin, et al.
Published: (2024)

Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing
by: Song, Tingyu, et al.
Published: (2026)

LaSER: Internalizing Explicit Reasoning into Latent Space for Dense Retrieval
by: Jin, Jiajie, et al.
Published: (2026)

E2Rank: Your Text Embedding can Also be an Effective and Efficient Listwise Reranker
by: Liu, Qi, et al.
Published: (2025)

ERank: Fusing Supervised Fine-Tuning and Reinforcement Learning for Effective and Efficient Text Reranking
by: Cai, Yuzheng, et al.
Published: (2025)

Supervised Fine-Tuning or Contrastive Learning? Towards Better Multimodal LLM Reranking
by: Dai, Ziqi, et al.
Published: (2025)

DiffuRank: Effective Document Reranking with Diffusion Language Models
by: Liu, Qi, et al.
Published: (2026)

Towards Text-Image Interleaved Retrieval
by: Zhang, Xin, et al.
Published: (2025)

When Text Embedding Meets Large Language Model: A Comprehensive Survey
by: Nie, Zhijie, et al.
Published: (2024)

mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval
by: Zhang, Xin, et al.
Published: (2024)

Text2Token: Unsupervised Text Representation Learning with Token Target Prediction
by: An, Ruize, et al.
Published: (2025)

RAPID: Retrieval-Augmented Parallel Inference Drafting for Text-Based Video Event Retrieval
by: Nguyen, Long, et al.
Published: (2025)

Improving General Text Embedding Model: Tackling Task Conflict and Data Imbalance through Model Merging
by: Li, Mingxin, et al.
Published: (2024)

CroPS: Improving Dense Retrieval with Cross-Perspective Positive Samples in Short-Video Search
by: Xie, Ao, et al.
Published: (2025)

Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings
by: Ma, Yubo, et al.
Published: (2025)

LACONIC: Dense-Level Effectiveness for Scalable Sparse Retrieval via a Two-Phase Training Curriculum
by: Xu, Zhichao, et al.
Published: (2026)

A Two-Stage Adaptation of Large Language Models for Text Ranking
by: Zhang, Longhui, et al.
Published: (2023)

SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context
by: Wang, Hairu, et al.
Published: (2025)

From Verbatim to Gist: Distilling Pyramidal Multimodal Memory via Semantic Information Bottleneck for Long-Horizon Video Agents
by: Lian, Niu, et al.
Published: (2026)

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

ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents
by: Wang, Qiuchen, et al.
Published: (2025)

MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs
by: Lin, Sheng-Chieh, et al.
Published: (2024)

Adapting General-Purpose Embedding Models to Private Datasets Using Keyword-based Retrieval
by: Wei, Yubai, et al.
Published: (2025)

EmbeddingRWKV: State-Centric Retrieval with Reusable States
by: Hou, Haowen, et al.
Published: (2026)

CuSINeS: Curriculum-driven Structure Induced Negative Sampling for Statutory Article Retrieval
by: Santosh, T. Y. S. S, et al.
Published: (2024)

REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models
by: Gupta, Ambuje, et al.
Published: (2024)

GLEN: Generative Retrieval via Lexical Index Learning
by: Lee, Sunkyung, et al.
Published: (2023)

Multi-word Term Embeddings Improve Lexical Product Retrieval
by: Shcherbakov, Viktor, et al.
Published: (2024)

On Synthetic Data Strategies for Domain-Specific Generative Retrieval
by: Wen, Haoyang, et al.
Published: (2025)

Generative Multi-Modal Knowledge Retrieval with Large Language Models
by: Long, Xinwei, et al.
Published: (2024)

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

AlzheimerRAG: Multimodal Retrieval Augmented Generation for Clinical Use Cases using PubMed articles
by: Lahiri, Aritra Kumar, et al.
Published: (2024)

Unsupervised Multilingual Dense Retrieval via Generative Pseudo Labeling
by: Huang, Chao-Wei, et al.
Published: (2024)

Beyond Single Embeddings: Capturing Diverse Targets with Multi-Query Retrieval
by: Chen, Hung-Ting, et al.
Published: (2025)

Pooling and Semantic Shift: The Fundamental Challenges in Long Text Embedding and Retrieval
by: Gao, Hang, et al.
Published: (2026)

Zero-Shot Contextual Embeddings via Offline Synthetic Corpus Generation
by: Lippmann, Philip, et al.
Published: (2025)

Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation
by: Zhang, Chenghao, et al.
Published: (2025)

Injecting External Knowledge into the Reasoning Process Enhances Retrieval-Augmented Generation
by: Tang, Minghao, et al.
Published: (2025)

Evaluating Retrieval Quality in Retrieval-Augmented Generation
by: Salemi, Alireza, et al.
Published: (2024)

Generalizing Conversational Dense Retrieval via LLM-Cognition Data Augmentation
by: Chen, Haonan, et al.
Published: (2024)