Cover Image

Making Text Embedders Few-Shot Learners

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Chaofan, Qin, MingHao, Xiao, Shitao, Chen, Jianlyu, Luo, Kun, Shao, Yingxia, Lian, Defu, Liu, Zheng
Format:	Preprint
Published:	2024
Subjects:	Information Retrieval Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

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

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

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

DeepXiv-SDK: An Agentic Data Interface for Scientific Literature
by: Qian, Hongjin, et al.
Published: (2026)

A Multi-Task Embedder For Retrieval Augmented LLMs
by: Zhang, Peitian, et al.
Published: (2023)

FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAG
by: Hong, Yubin, et al.
Published: (2025)

Training LLMs to be Better Text Embedders through Bidirectional Reconstruction
by: Su, Chang, et al.
Published: (2025)

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

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

LLM-based Embedders for Prior Case Retrieval
by: Premasiri, Damith, et al.
Published: (2025)

Benchmarking and Enabling Efficient Chinese Medical Retrieval via Asymmetric Encoders
by: Jiang, Angqing, et al.
Published: (2026)

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

Few-Shot Query Intent Detection via Relation-Aware Prompt Learning
by: Zhang, Liang, et al.
Published: (2025)

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

Hound: Hunting Supervision Signals for Few and Zero Shot Node Classification on Text-attributed Graph
by: Wang, Yuxiang, et al.
Published: (2024)

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

Large Language Models for Few-Shot Named Entity Recognition
by: Zhao, Yufei, et al.
Published: (2018)

Few-Shot Prompting for Extractive Quranic QA with Instruction-Tuned LLMs
by: Basem, Mohamed, et al.
Published: (2025)

Few-Shot and Training-Free Review Generation via Conversational Prompting
by: Kusano, Genki
Published: (2025)

Few-Shot Multilingual Open-Domain QA from 5 Examples
by: Jiang, Fan, et al.
Published: (2025)

HawkBench: Investigating Resilience of RAG Methods on Stratified Information-Seeking Tasks
by: Qian, Hongjin, et al.
Published: (2025)

Towards Realistic Few-Shot Relation Extraction: A New Meta Dataset and Evaluation
by: Alam, Fahmida, et al.
Published: (2024)

Aligning Language Models for Versatile Text-based Item Retrieval
by: Lei, Yuxuan, et al.
Published: (2024)

Do We Really Need Specialization? Evaluating Generalist Text Embeddings for Zero-Shot Recommendation and Search
by: Attimonelli, Matteo, et al.
Published: (2025)

Retrieval Augmented Generation with Collaborative Filtering for Personalized Text Generation
by: Shi, Teng, et al.
Published: (2025)

GATHER: Convergence-Centric Hyper-Entity Retrieval for Zero-Shot Cell-Type Annotation
by: Zhang, Zhonghui, et al.
Published: (2026)

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

Let Multimodal Embedders Learn When to Augment Query via Adaptive Query Augmentation
by: Kim, Wongyu, et al.
Published: (2025)

Leveraging Information Retrieval to Enhance Spoken Language Understanding Prompts in Few-Shot Learning
by: Lepagnol, Pierre, et al.
Published: (2025)

When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities
by: Chen, Jin, et al.
Published: (2023)

Similar Users-Augmented Interest Network
by: Chen, Xiaolong, et al.
Published: (2026)

Make Large Language Model a Better Ranker
by: Chao, Wen-Shuo, et al.
Published: (2024)

Optimizing News Text Classification with Bi-LSTM and Attention Mechanism for Efficient Data Processing
by: Liu, Bingyao, et al.
Published: (2024)

GORAG: Graph-based Online Retrieval Augmented Generation for Dynamic Few-shot Social Media Text Classification
by: Wang, Yubo, et al.
Published: (2025)

Taxonomy-Guided Zero-Shot Recommendations with LLMs
by: Liang, Yueqing, et al.
Published: (2024)

Text Clustering as Classification with LLMs
by: Huang, Chen, et al.
Published: (2024)

Graph-DPEP: Decomposed Plug and Ensemble Play for Few-Shot Document Relation Extraction with Graph-of-Thoughts Reasoning
by: Zhang, Tao, et al.
Published: (2024)

OpenSearch-SQL: Enhancing Text-to-SQL with Dynamic Few-shot and Consistency Alignment
by: Xie, Xiangjin, et al.
Published: (2025)

MCiteBench: A Multimodal Benchmark for Generating Text with Citations
by: Hu, Caiyu, et al.
Published: (2025)