Title
Drowning in Documents: Consequences of Scaling Reranker Inference Mathew Jacob Erik Lindgren Matei A. Zaharia Michael Carbin Omar Khattab Andrew Drozdov OffRL 112 5 0 18 Nov 2024
rerankers: A Lightweight Python Library to Unify Ranking Methods Benjamin Clavié ALM 62 7 0 30 Aug 2024
APEER: Automatic Prompt Engineering Enhances Large Language Model Reranking Can Jin Hongwu Peng Shiyu Zhao Zhenting Wang Wujiang Xu Ligong Han Jiahui Zhao Kai Zhong Sanguthevar Rajasekaran Dimitris N. Metaxas KELM 61 33 0 20 Jun 2024
Prompts as Auto-Optimized Training Hyperparameters: Training Best-in-Class IR Models from Scratch with 10 Gold Labels Jasper Xian Saron Samuel Faraz Khoubsirat Ronak Pradeep Md Arafat Sultan Radu Florian Salim Roukos Avirup Sil Christopher Potts Omar Khattab VLM 58 3 0 17 Jun 2024
SGLang: Efficient Execution of Structured Language Model Programs Lianmin Zheng Liangsheng Yin Zhiqiang Xie Chuyue Sun Jeff Huang ... Christos Kozyrakis Ion Stoica Joseph E. Gonzalez Clark W. Barrett Ying Sheng LRM 52 138 0 12 Dec 2023
Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting Zhen Qin R. Jagerman Kai Hui Honglei Zhuang Junru Wu ... Tianqi Liu Jialu Liu Donald Metzler Xuanhui Wang Michael Bendersky ALM RALM 60 235 0 30 Jun 2023
InPars-Light: Cost-Effective Unsupervised Training of Efficient Rankers Leonid Boytsov Preksha Patel Vivek Sourabh Riddhi Nisar Sayan Kundu R. Ramanathan Eric Nyberg 47 20 0 08 Jan 2023
RankT5: Fine-Tuning T5 for Text Ranking with Ranking Losses Honglei Zhuang Zhen Qin R. Jagerman Kai Hui Ji Ma Jing Lu Jianmo Ni Xuanhui Wang Michael Bendersky AIMat 37 135 0 12 Oct 2022
Promptagator: Few-shot Dense Retrieval From 8 Examples Zhuyun Dai Vincent Zhao Ji Ma Yi Luan Jianmo Ni Jing Lu A. Bakalov Kelvin Guu Keith B. Hall Ming-Wei Chang RALM 40 233 0 23 Sep 2022
Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval Xinyu Crystina Zhang Xueguang Ma Peng Shi Jimmy J. Lin 44 113 0 19 Aug 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 302 1,013 0 17 Apr 2021
Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling Sebastian Hofstatter Sheng-Chieh Lin Jheng-Hong Yang Jimmy J. Lin Allan Hanbury VLM 47 395 0 14 Apr 2021
Overview of the TREC 2020 deep learning track Nick Craswell Bhaskar Mitra Emine Yilmaz Daniel Fernando Campos 70 379 0 15 Feb 2021
The Expando-Mono-Duo Design Pattern for Text Ranking with Pretrained Sequence-to-Sequence Models Ronak Pradeep Rodrigo Nogueira Jimmy J. Lin MoE 71 171 0 14 Jan 2021
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 266 616 0 13 Oct 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 107 3,676 0 10 Apr 2020
Overview of the TREC 2019 deep learning track Nick Craswell Bhaskar Mitra Emine Yilmaz Daniel Fernando Campos E. Voorhees 191 483 0 17 Mar 2020
Document Ranking with a Pretrained Sequence-to-Sequence Model Rodrigo Nogueira Zhiying Jiang Jimmy J. Lin 36 571 0 14 Mar 2020
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 101 2,698 0 28 Nov 2016