Understanding and Mitigating the Threat of Vec2Text to Dense Retrieval
Systems

Understanding and Mitigating the Threat of Vec2Text to Dense Retrieval Systems

20 February 2024

Shengyao Zhuang

Guido Zuccon

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Papers citing "Understanding and Mitigating the Threat of Vec2Text to Dense Retrieval Systems"

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Title
Starbucks-v2: Improved Training for 2D Matryoshka Embeddings Shengyao Zhuang Shuai Wang Fabio Zheng Bevan Koopman Guido Zuccon 16 3 0 17 Oct 2024
Poisoning Retrieval Corpora by Injecting Adversarial Passages Zexuan Zhong Ziqing Huang Alexander Wettig Danqi Chen AAML 96 74 0 29 Oct 2023
Text Embeddings Reveal (Almost) As Much As Text John X. Morris Volodymyr Kuleshov Vitaly Shmatikov Alexander M. Rush RALM 76 110 0 10 Oct 2023
MTEB: Massive Text Embedding Benchmark Niklas Muennighoff Nouamane Tazi L. Magne Nils Reimers 520 404 0 13 Oct 2022
ConTextual Masked Auto-Encoder for Dense Passage Retrieval Xing Wu Guangyuan Ma Meng Lin Zijia Lin Zhongyuan Wang Songlin Hu RALM 68 26 0 16 Aug 2022
RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder Shitao Xiao Zheng Liu Yingxia Shao Bo Zhao RALM 271 124 0 24 May 2022
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Yung-Sung Chuang Rumen Dangovski Hongyin Luo Yang Zhang Shiyu Chang M. Soljavcić Shang-Wen Li Wen-tau Yih Yoon Kim James R. Glass 109 228 0 21 Apr 2022
Large Dual Encoders Are Generalizable Retrievers Jianmo Ni Chen Qu Jing Lu Zhuyun Dai Gustavo Hernández Ábrego ... Vincent Zhao Yi Luan Keith B. Hall Ming-Wei Chang Yinfei Yang DML 163 459 0 15 Dec 2021
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval Luyu Gao Jamie Callan RALM 277 336 0 12 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 425 1,050 0 17 Apr 2021
Condenser: a Pre-training Architecture for Dense Retrieval Luyu Gao Jamie Callan AI4CE 59 263 0 16 Apr 2021
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua Wu Haifeng Wang RALM OffRL 253 617 0 16 Oct 2020
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 139 1,231 0 01 Jul 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 195 3,778 0 10 Apr 2020
Universal Adversarial Triggers for Attacking and Analyzing NLP Eric Wallace Shi Feng Nikhil Kandpal Matt Gardner Sameer Singh AAML SILM 114 872 0 20 Aug 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,114 0 11 Oct 2018