Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling

14 April 2021

Papers citing "Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling"

50 / 195 papers shown

Title
Towards Completeness-Oriented Tool Retrieval for Large Language Models Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Jirong Wen KELM 35 7 0 25 May 2024
Words Blending Boxes. Obfuscating Queries in Information Retrieval using Differential Privacy Francesco Luigi De Faveri G. Faggioli Nicola Ferro AAML 49 0 0 15 May 2024
Distillation for Multilingual Information Retrieval Eugene Yang Dawn J Lawrie James Mayfield VLM 36 2 0 02 May 2024
Planning Ahead in Generative Retrieval: Guiding Autoregressive Generation through Simultaneous Decoding Hansi Zeng Chen Luo Hamed Zamani 50 12 0 22 Apr 2024
FecTek: Enhancing Term Weight in Lexicon-Based Retrieval with Feature Context and Term-level Knowledge Zunran Wang Zhonghua Li Wei Shen Qi Ye Liqiang Nie 39 0 0 18 Apr 2024
DUQGen: Effective Unsupervised Domain Adaptation of Neural Rankers by Diversifying Synthetic Query Generation Ramraj Chandradevan Kaustubh D. Dhole Eugene Agichtein 48 3 0 03 Apr 2024
Query Performance Prediction using Relevance Judgments Generated by Large Language Models Chuan Meng Negar Arabzadeh Arian Askari Mohammad Aliannejadi Maarten de Rijke LRM 45 11 0 01 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 41 41 0 31 Mar 2024
Shallow Cross-Encoders for Low-Latency Retrieval Aleksandr V. Petrov Sean MacAvaney Craig Macdonald 31 3 0 29 Mar 2024
Scaling Laws For Dense Retrieval Yan Fang Jingtao Zhan Qingyao Ai Jiaxin Mao Weihang Su Jia Chen Yiqun Liu 140 8 0 27 Mar 2024
Measuring Bias in a Ranked List using Term-based Representations Amin Abolghasemi Leif Azzopardi Arian Askari Maarten de Rijke Suzan Verberne 42 6 0 09 Mar 2024
Improving Retrieval in Theme-specific Applications using a Corpus Topical Taxonomy SeongKu Kang Shivam Agarwal Bowen Jin Dongha Lee Hwanjo Yu Jiawei Han 65 8 0 07 Mar 2024
Graph Regularized Encoder Training for Extreme Classification Anshul Mittal Shikhar Mohan Deepak Saini Suchith C. Prabhu Jain jiao ... Manik Varma Sumeet Agarwal Soumen Chakrabarti Purushottam Kar Manik Varma GNN 46 0 0 28 Feb 2024
HypoTermQA: Hypothetical Terms Dataset for Benchmarking Hallucination Tendency of LLMs Cem Uluoglakci T. Taşkaya-Temizel HILM 35 2 0 25 Feb 2024
MultiContrievers: Analysis of Dense Retrieval Representations Seraphina Goldfarb-Tarrant Pedro Rodriguez Jane Dwivedi-Yu Patrick Lewis 54 1 0 24 Feb 2024
Retrieval-Augmented Data Augmentation for Low-Resource Domain Tasks Minju Seo Jinheon Baek James Thorne Sung Ju Hwang RALM 39 9 0 21 Feb 2024
Unveiling the Magic: Investigating Attention Distillation in Retrieval-augmented Generation Zizhong Li Haopeng Zhang Jiawei Zhang RALM 56 1 0 19 Feb 2024
What Evidence Do Language Models Find Convincing? Alexander Wan Eric Wallace Dan Klein 213 29 0 19 Feb 2024
Utilizing BERT for Information Retrieval: Survey, Applications, Resources, and Challenges Jiajia Wang Jimmy X. Huang Xinhui Tu Junmei Wang Angela J. Huang Md Tahmid Rahman Laskar Amran Bhuiyan 42 28 0 18 Feb 2024
Distillation Enhanced Generative Retrieval Yongqi Li Zhen Zhang Wenjie Wang Liqiang Nie Wenjie Li Tat-Seng Chua VLM 37 1 0 16 Feb 2024
Robust Training of Temporal GNNs using Nearest Neighbours based Hard Negatives Shubham Gupta Srikanta J. Bedathur OOD 30 1 0 14 Feb 2024
BGE M3-Embedding: Multi-Lingual, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation Jianlv Chen Shitao Xiao Peitian Zhang Kun Luo Defu Lian Zheng Liu 117 348 0 05 Feb 2024
Domain Adaptation of Multilingual Semantic Search -- Literature Review Anna Bringmann Anastasia Zhukova VLM 50 0 0 05 Feb 2024
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate Adapters Shahed Masoudian Cornelia Volaucnik Markus Schedl Navid Rekabsaz 21 5 0 29 Jan 2024
Making Large Language Models A Better Foundation For Dense Retrieval Chaofan Li Zheng Liu Shitao Xiao Yingxia Shao RALM 45 38 0 24 Dec 2023
Dense X Retrieval: What Retrieval Granularity Should We Use? Tong Chen Hongwei Wang Sihao Chen Wenhao Yu Kaixin Ma Xinran Zhao Hongming Zhang Dong Yu 35 31 0 11 Dec 2023
ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label Classification Yaxin Zhu Hamed Zamani 46 3 0 16 Nov 2023
Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval Nandan Thakur Jianmo Ni Gustavo Hernández Ábrego John Wieting Jimmy J. Lin Daniel Cer RALM 49 12 0 10 Nov 2023
Plot Retrieval as an Assessment of Abstract Semantic Association Shicheng Xu Liang Pang JiangNan Li Mo Yu Fandong Meng Huawei Shen Xueqi Cheng Jie Zhou 37 3 0 03 Nov 2023
LLMs may Dominate Information Access: Neural Retrievers are Biased Towards LLM-Generated Texts Sunhao Dai Yuqi Zhou Liang Pang Weihao Liu Xiaolin Hu Yong Liu Xiao Zhang Gang Wang Jun Xu 54 27 0 31 Oct 2023
Policy-Gradient Training of Language Models for Ranking Ge Gao Jonathan D. Chang Claire Cardie Kianté Brantley Thorsten Joachims 32 2 0 06 Oct 2023
RankVicuna: Zero-Shot Listwise Document Reranking with Open-Source Large Language Models Ronak Pradeep Sahel Sharifymoghaddam Jimmy Lin ALM 50 37 0 26 Sep 2023
Selecting which Dense Retriever to use for Zero-Shot Search Ekaterina Khramtsova Shengyao Zhuang Mahsa Baktashmotlagh Xi Wang Guido Zuccon 40 6 0 18 Sep 2023
Annotating Data for Fine-Tuning a Neural Ranker? Current Active Learning Strategies are not Better than Random Selection Sophia Althammer Guido Zuccon Sebastian Hofstatter Suzan Verberne Allan Hanbury 39 4 0 12 Sep 2023
How Can Context Help? Exploring Joint Retrieval of Passage and Personalized Context H. Wan Hongkang Li Songtao Lu Xiao-Ping Cui Marina Danilevsky 16 1 0 26 Aug 2023
Advancing continual lifelong learning in neural information retrieval: definition, dataset, framework, and empirical evaluation Jingrui Hou Georgina Cosma Axel Finke CLL 29 2 0 16 Aug 2023
Lexically-Accelerated Dense Retrieval Hrishikesh Kulkarni Sean MacAvaney Nazli Goharian O. Frieder 13 11 0 31 Jul 2023
SPRINT: A Unified Toolkit for Evaluating and Demystifying Zero-shot Neural Sparse Retrieval Nandan Thakur Kexin Wang Iryna Gurevych Jimmy J. Lin 32 3 0 19 Jul 2023
Soft Prompt Tuning for Augmenting Dense Retrieval with Large Language Models Zhiyuan Peng Xuyang Wu Qifan Wang Yihan Fang VLM RALM 54 11 0 17 Jul 2023
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval Qiao Jin Won Kim Qingyu Chen Donald C. Comeau Lana Yeganova John Wilbur Zhiyong Lu LM&MA MedIm 30 102 0 02 Jul 2023
Resources for Brewing BEIR: Reproducible Reference Models and an Official Leaderboard Ehsan Kamalloo Nandan Thakur Carlos Lassance Xueguang Ma Jheng-Hong Yang Jimmy J. Lin 31 15 0 13 Jun 2023
Query Encoder Distillation via Embedding Alignment is a Strong Baseline Method to Boost Dense Retriever Online Efficiency Yuxuan Wang Hong Lyu 32 2 0 05 Jun 2023
Ranger: A Toolkit for Effect-Size Based Multi-Task Evaluation Mete Sertkan Sophia Althammer Sebastian Hofstatter 13 5 0 24 May 2023
Challenging Decoder helps in Masked Auto-Encoder Pre-training for Dense Passage Retrieval Zehan Li Yanzhao Zhang Dingkun Long Pengjun Xie RALM 33 3 0 22 May 2023
ReFIT: Relevance Feedback from a Reranker during Inference R. Reddy Pradeep Dasigi Md Arafat Sultan Arman Cohan Avirup Sil Heng Ji Hannaneh Hajishirzi 30 2 0 19 May 2023
BERM: Training the Balanced and Extractable Representation for Matching to Improve Generalization Ability of Dense Retrieval Shicheng Xu Liang Pang Huawei Shen Xueqi Cheng 21 12 0 18 May 2023
Hybrid and Collaborative Passage Reranking Zongmeng Zhang Wen-gang Zhou Jiaxin Shi Houqiang Li 27 0 0 16 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 32 104 0 13 May 2023
Synergistic Interplay between Search and Large Language Models for Information Retrieval Jiazhan Feng Chongyang Tao Xiubo Geng Tao Shen Can Xu Guodong Long Dongyan Zhao Daxin Jiang KELM 65 5 0 12 May 2023
Evaluating Embedding APIs for Information Retrieval Ehsan Kamalloo Xinyu Crystina Zhang Odunayo Ogundepo Nandan Thakur David Alfonso-Hermelo Mehdi Rezagholizadeh Jimmy J. Lin RALM 31 19 0 10 May 2023