Minimizing FLOPs to Learn Efficient Sparse Representations

Minimizing FLOPs to Learn Efficient Sparse Representations

12 April 2020

Pradeep Ravikumar

Barnabás Póczós

Papers citing "Minimizing FLOPs to Learn Efficient Sparse Representations"

17 / 17 papers shown

Title
Leveraging Decoder Architectures for Learned Sparse Retrieval Jingfen Qiao Thong Nguyen Evangelos Kanoulas Andrew Yates 51 0 0 25 Apr 2025
CSPLADE: Learned Sparse Retrieval with Causal Language Models Zhichao Xu Aosong Feng Yijun Tian Haibo Ding Lin Leee Cheong RALM 40 0 0 15 Apr 2025
Scaling Sparse and Dense Retrieval in Decoder-Only LLMs Hansi Zeng Julian Killingback Hamed Zamani RALM 67 1 0 24 Feb 2025
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 48 2 0 21 Feb 2025
Unifying Latent and Lexicon Representations for Effective Video-Text Retrieval Haowei Liu Yaya Shi Haiyang Xu Chunfen Yuan Qinghao Ye ... Mingshi Yan Ji Zhang Fei Huang Bing Li Weiming Hu 30 0 0 26 Feb 2024
Learning Sparsity of Representations with Discrete Latent Variables Zhao Xu Daniel Oñoro-Rubio G. Serra Mathias Niepert 13 0 0 03 Apr 2023
Parameter-Efficient Sparse Retrievers and Rerankers using Adapters Vaishali Pal Carlos Lassance Hervé Déjean S. Clinchant 123 3 0 23 Mar 2023
STAIR: Learning Sparse Text and Image Representation in Grounded Tokens Chen Chen Bowen Zhang Liangliang Cao Jiguang Shen Tom Gunter Albin Madappally Jose Alexander Toshev Jonathon Shlens Ruoming Pang Yinfei Yang VLM 3DV 25 13 0 30 Jan 2023
An Experimental Study on Pretraining Transformers from Scratch for IR Carlos Lassance Hervé Déjean S. Clinchant 23 11 0 25 Jan 2023
Unsupervised Domain Adaptation for Sparse Retrieval by Filling Vocabulary and Word Frequency Gaps Hiroki Iida Naoaki Okazaki 34 4 0 08 Nov 2022
Gradient-Based Constrained Sampling from Language Models Sachin Kumar Biswajit Paria Yulia Tsvetkov BDL 28 53 0 25 May 2022
From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective Thibault Formal Carlos Lassance Benjamin Piwowarski S. Clinchant VLM 21 138 0 10 May 2022
Learning strides in convolutional neural networks Rachid Riad O. Teboul David Grangier Neil Zeghidour 24 41 0 03 Feb 2022
Sparsifying Sparse Representations for Passage Retrieval by Top- $k$ Masking Jheng-Hong Yang Xueguang Ma Jimmy J. Lin 8 13 0 17 Dec 2021
SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval Thibault Formal Carlos Lassance Benjamin Piwowarski S. Clinchant 194 186 0 21 Sep 2021
Controlled Text Generation as Continuous Optimization with Multiple Constraints Sachin Kumar Eric Malmi Aliaksei Severyn Yulia Tsvetkov BDL AI4CE 32 76 0 04 Aug 2021
Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval Kyoung-Rok Jang Junmo Kang Giwon Hong Sung-Hyon Myaeng Joohee Park Taewon Yoon Heecheol Seo 28 20 0 15 Apr 2021