Open-source Large Language Models are Strong Zero-shot Query Likelihood
Models for Document Ranking

Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document Ranking

20 October 2023

Shengyao Zhuang

Guido Zuccon

ArXiv (abs)PDF HTML Github (17★)

Papers citing "Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document Ranking"

14 / 14 papers shown

Title
A Survey of Model Architectures in Information Retrieval Zhichao Xu Fengran Mo Zhiqi Huang Crystina Zhang Puxuan Yu Bei Wang Jimmy J. Lin Vivek Srikumar KELM 3DV 144 2 0 21 Feb 2025
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers Shijie Chen Bernal Jiménez Gutiérrez Yu Su 83 5 0 03 Oct 2024
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 189 3,128 0 20 Oct 2022
From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective Thibault Formal Carlos Lassance Benjamin Piwowarski Stéphane Clinchant VLM 85 145 0 10 May 2022
Improving Passage Retrieval with Zero-Shot Question Generation Devendra Singh Sachan M. Lewis Mandar Joshi Armen Aghajanyan Wen-tau Yih J. Pineau Luke Zettlemoyer OOD LRM 95 165 0 15 Apr 2022
CharacterBERT and Self-Teaching for Improving the Robustness of Dense Retrievers on Queries with Typos Shengyao Zhuang Guido Zuccon OOD 60 30 0 01 Apr 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 195 907 0 16 Dec 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 425 1,041 0 17 Apr 2021
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 383 627 0 13 Oct 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 137 1,225 0 01 Jul 2020
Document Ranking with a Pretrained Sequence-to-Sequence Model Rodrigo Nogueira Zhiying Jiang Jimmy J. Lin 76 583 0 14 Mar 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 439 20,181 0 23 Oct 2019
Passage Re-ranking with BERT Rodrigo Nogueira Kyunghyun Cho OOD 124 1,094 0 13 Jan 2019
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 139 2,728 0 28 Nov 2016

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