Cover Image

SERVAL: Surprisingly Effective Zero-Shot Visual Document Retrieval Powered by Large Vision and Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Nguyen, Thong, Lei, Yibin, Ju, Jia-Huei, Yates, Andrew
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Milco: Learned Sparse Retrieval Across Languages via a Multilingual Connector
by: Nguyen, Thong, et al.
Published: (2025)

Reproducibility, Replicability, and Insights into Visual Document Retrieval with Late Interaction
by: Qiao, Jingfen, et al.
Published: (2025)

Making Large Language Models Efficient Dense Retrievers
by: Lei, Yibin, et al.
Published: (2025)

Multimodal Learned Sparse Retrieval for Image Suggestion
by: Nguyen, Thong, et al.
Published: (2024)

Effective Inference-Free Retrieval for Learned Sparse Representations
by: Nardini, Franco Maria, et al.
Published: (2025)

Controlled Retrieval-augmented Context Evaluation for Long-form RAG
by: Ju, Jia-Huei, et al.
Published: (2025)

Leveraging Decoder Architectures for Learned Sparse Retrieval
by: Qiao, Jingfen, et al.
Published: (2025)

Search for Coverage: Learning Coverage-Aware Retrieval with Augmented Sub-Question Answerability
by: Ju, Jia-Huei, et al.
Published: (2026)

On the Reproducibility of Learned Sparse Retrieval Adaptations for Long Documents
by: Lionis, Emmanouil Georgios, et al.
Published: (2025)

Enhancing Lexicon-Based Text Embeddings with Large Language Models
by: Lei, Yibin, et al.
Published: (2025)

Augmenting Researchy Questions with Sub-question Judgments
by: Ju, Jia-Huei, et al.
Published: (2025)

Corpus-Steered Query Expansion with Large Language Models
by: Lei, Yibin, et al.
Published: (2024)

Sparton: Fast and Memory-Efficient Triton Kernel for Learned Sparse Retrieval
by: Nguyen, Thong, et al.
Published: (2026)

DyVo: Dynamic Vocabularies for Learned Sparse Retrieval with Entities
by: Nguyen, Thong, et al.
Published: (2024)

Multimodal Learned Sparse Retrieval with Probabilistic Expansion Control
by: Nguyen, Thong, et al.
Published: (2024)

LANCER: LLM Reranking for Nugget Coverage
by: Ju, Jia-Huei, et al.
Published: (2026)

To Case or Not to Case: An Empirical Study in Learned Sparse Retrieval
by: Lionis, Emmanouil Georgios, et al.
Published: (2026)

ThinkQE: Query Expansion via an Evolving Thinking Process
by: Lei, Yibin, et al.
Published: (2025)

PromptReps: Prompting Large Language Models to Generate Dense and Sparse Representations for Zero-Shot Document Retrieval
by: Zhuang, Shengyao, et al.
Published: (2024)

Leveraging Reference Documents for Zero-Shot Ranking via Large Language Models
by: Li, Jieran, et al.
Published: (2025)

AutoMIR: Effective Zero-Shot Medical Information Retrieval without Relevance Labels
by: Li, Lei, et al.
Published: (2024)

Improving Low-Resource Retrieval Effectiveness using Zero-Shot Linguistic Similarity Transfer
by: Chari, Andreas, et al.
Published: (2025)

Retrieval Augmented Zero-Shot Text Classification
by: Abdullahi, Tassallah, et al.
Published: (2024)

A Surprisingly Simple yet Effective Multi-Query Rewriting Method for Conversational Passage Retrieval
by: Kostric, Ivica, et al.
Published: (2024)

Corpus-informed Retrieval Augmented Generation of Clarifying Questions
by: Krasakis, Antonios Minas, et al.
Published: (2024)

ZeroGR: A Generalizable and Scalable Framework for Zero-Shot Generative Retrieval
by: Sun, Weiwei, et al.
Published: (2025)

RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generation
by: Yang, Eugene, et al.
Published: (2026)

Large Language Models are Zero-Shot Rankers for Recommender Systems
by: Hou, Yupeng, et al.
Published: (2023)

UniRAG: Universal Retrieval Augmentation for Large Vision Language Models
by: Sharifymoghaddam, Sahel, et al.
Published: (2024)

Zero-Shot Retrieval for Scalable Visual Search in a Two-Sided Marketplace
by: Rusli, Andre, et al.
Published: (2025)

Enhancing Document Retrieval in COVID-19 Research: Leveraging Large Language Models for Hidden Relation Extraction
by: Trieu, Hoang-An, et al.
Published: (2025)

Link, Synthesize, Retrieve: Universal Document Linking for Zero-Shot Information Retrieval
by: Hwang, Dae Yon, et al.
Published: (2024)

Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations
by: Kieu, Hai-Dang, et al.
Published: (2024)

SLIMER-IT: Zero-Shot NER on Italian Language
by: Zamai, Andrew, et al.
Published: (2024)

Zero-Shot Complex Question-Answering on Long Scientific Documents
by: Wang, Wanting
Published: (2025)

MILL: Mutual Verification with Large Language Models for Zero-Shot Query Expansion
by: Jia, Pengyue, et al.
Published: (2023)

SDR-CIR: Semantic Debias Retrieval Framework for Training-Free Zero-Shot Composed Image Retrieval
by: Sun, Yi, et al.
Published: (2026)

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

Col-Bandit: Zero-Shot Query-Time Pruning for Late-Interaction Retrieval
by: Pony, Roi, et al.
Published: (2026)

Optimizing Query Generation for Enhanced Document Retrieval in RAG
by: Koo, Hamin, et al.
Published: (2024)