Large Language Models as Foundations for Next-Gen Dense Retrieval: A
Comprehensive Empirical Assessment

v1v2 (latest)

Large Language Models as Foundations for Next-Gen Dense Retrieval: A Comprehensive Empirical Assessment

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024

22 August 2024

Zheng Liu

Shitao Xiao

Jun Zhao

Kang Liu

ArXiv (abs)PDF HTML

Papers citing "Large Language Models as Foundations for Next-Gen Dense Retrieval: A Comprehensive Empirical Assessment"

13 / 13 papers shown

Title
LLM-guided Hierarchical Retrieval Nilesh Gupta Wei-Cheng Chang Ngot Bui Cho-Jui Hsieh Inderjit S Dhillon LRM 72 0 0 15 Oct 2025
Advancing Automated Spatio-Semantic Analysis in Picture Description Using Language Models Si-Ioi Ng Pranav S. Ambadi Kimberly D. Mueller J. Liss Visar Berisha 93 0 0 30 Sep 2025
FinAgentBench: A Benchmark Dataset for Agentic Retrieval in Financial Question Answering Chanyeol Choi Jihoon Kwon Alejandro Lopez-Lira Chaewoon Kim Minjae Kim ... J. Ha Hojun Choi Suyeol Yun Yongjin Kim Yongjae Lee AIFin RALM 233 2 0 07 Aug 2025
Causal2Vec: Improving Decoder-only LLMs as Versatile Embedding Models Ailiang Lin Zhuoyun Li Kotaro Funakoshi Manabu Okumura 126 0 0 31 Jul 2025
Document-Level Tabular Numerical Cross-Checking: A Coarse-to-Fine Approach Chaoxu Pang Yixuan Cao Ganbin Zhou Hongwei Bran Li Ping Luo LMTD 169 0 0 16 Jun 2025
TongSearch-QR: Reinforced Query Reasoning for Retrieval Xubo Qin Jun Bai Jiaqi Li Zixia Jia Zilong Zheng ReLM RALM LRM 238 6 0 13 Jun 2025
Causal Retrieval with Semantic Consideration Hyunseo Shin Wonseok Hwang 166 0 0 07 Apr 2025
DRAMA: Diverse Augmentation from Large Language Models to Smaller Dense RetrieversAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Xueguang Ma Xi Lin Barlas Oğuz Jimmy Lin Anuj Kumar Xilun Chen RALM 334 12 0 25 Feb 2025
LUSIFER: Language Universal Space Integration for Enhanced Multilingual Embeddings with Large Language Models Hieu Man Nghia Trung Ngo Viet Dac Lai Ryan Rossi Franck Dernoncourt T. Nguyen 1.2K 1 0 01 Jan 2025
LLMs are Also Effective Embedding Models: An In-depth Overview Chongyang Tao Tao Shen Shen Gao Junshuo Zhang Zhen Li Kai Hua Wenpeng Hu Zhengwei Tao Shuai Ma 319 27 0 17 Dec 2024
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic InterpretabilityInternational Conference on Learning Representations (ICLR), 2024 Zhongxiang Sun Xiaoxue Zang Kai Zheng Yang Song Jun Xu Xiao Zhang Weijie Yu Yang Song Han Li 275 54 0 15 Oct 2024
Making Text Embedders Few-Shot Learners Chaofan Li Minghao Qin Shitao Xiao Jianlyu Chen Kun Luo Yingxia Shao Defu Lian Zheng Liu 269 80 0 24 Sep 2024
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zheng Liu Zhicheng Dou Ji-Rong Wen KELM 585 439 0 14 Aug 2023