Leveraging LLMs for Synthesizing Training Data Across Many Languages in
Multilingual Dense Retrieval

Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval

10 November 2023

Gustavo Hernández Ábrego

Daniel Matthew Cer

Papers citing "Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval"

15 / 15 papers shown

Title
Few-Shot Multilingual Open-Domain QA from 5 Examples Fan Jiang Tom Drummond Trevor Cohn 48 0 0 27 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 106 0 0 01 Jan 2025
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation Systems Nandan Thakur Suleman Kazi Ge Luo Jimmy J. Lin Amin Ahmad VLM RALM 26 6 0 17 Oct 2024
Teaching LLMs to Abstain across Languages via Multilingual Feedback Shangbin Feng Weijia Shi Yike Wang Wenxuan Ding Orevaoghene Ahia Shuyue Stella Li Vidhisha Balachandran Sunayana Sitaram Yulia Tsvetkov 65 4 0 22 Jun 2024
Multilingual Large Language Model: A Survey of Resources, Taxonomy and Frontiers Libo Qin Qiguang Chen Yuhang Zhou Zhi Chen Yinghui Li Lizi Liao Min Li Wanxiang Che Philip S. Yu LRM 47 36 0 07 Apr 2024
Pre-training Cross-lingual Open Domain Question Answering with Large-scale Synthetic Supervision Fan Jiang Tom Drummond Trevor Cohn CLIP ELM LRM 24 3 0 26 Feb 2024
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information Retrieval Antoine Louis V. Saxena Gijs van Dijck Gerasimos Spanakis 35 5 0 23 Feb 2024
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 44 281 0 14 Aug 2023
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng-Long Jiang RALM AIMat 221 321 0 21 Sep 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 213 420 0 24 Jan 2022
RocketQAv2: A Joint Training Method for Dense Passage Retrieval and Passage Re-ranking Ruiyang Ren Yingqi Qu Jing Liu Wayne Xin Zhao Qiaoqiao She Hua-Hong Wu Haifeng Wang Ji-Rong Wen 124 247 0 14 Oct 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 229 961 0 17 Apr 2021
Few-Shot Text Ranking with Meta Adapted Synthetic Weak Supervision Si Sun Yingzhuo Qian Zhenghao Liu Chenyan Xiong Kaitao Zhang Jie Bao Zhiyuan Liu Paul N. Bennett 29 18 0 29 Dec 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 214 607 0 13 Oct 2020
Multilingual Neural Machine Translation with Language Clustering Xu Tan Jiale Chen Di He Yingce Xia Tao Qin Tie-Yan Liu 167 110 0 25 Aug 2019