ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction

2 December 2021

Papers citing "ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction"

50 / 223 papers shown

Title
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering Haoyu Wang Ruirui Li Haoming Jiang Jinjin Tian Zhengyang Wang Chen Luo Xianfeng Tang Monica Cheng Tuo Zhao Jing Gao RALM KELM 38 16 0 16 Feb 2024
Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT Jon Saad-Falcon Daniel Y. Fu Simran Arora Neel Guha Christopher Ré RALM 24 15 0 12 Feb 2024
Accelerating Retrieval-Augmented Language Model Serving with Speculation Zhihao Zhang Alan Zhu Lijie Yang Yihua Xu Lanting Li P. Phothilimthana Zhihao Jia RALM KELM 36 16 0 25 Jan 2024
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 26 55 0 21 Jan 2024
The What, Why, and How of Context Length Extension Techniques in Large Language Models -- A Detailed Survey Saurav Pawar S.M. Towhidul Islam Tonmoy S. M. M. Zaman Vinija Jain Aman Chadha Amitava Das 29 27 0 15 Jan 2024
Translate-Distill: Learning Cross-Language Dense Retrieval by Translation and Distillation Eugene Yang Dawn J Lawrie J. Mayfield Douglas W. Oard Scott Miller FedML VLM 36 8 0 09 Jan 2024
Building Efficient and Effective OpenQA Systems for Low-Resource Languages Emrah Budur Riza Ozccelik Dilara Soylu Omar Khattab Tunga Güngör Christopher Potts 30 1 0 07 Jan 2024
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines Arnav Singhvi Manish Shetty Shangyin Tan Christopher Potts Koushik Sen Matei A. Zaharia Omar Khattab 17 17 0 20 Dec 2023
Pipeline and Dataset Generation for Automated Fact-checking in Almost Any Language Jan Drchal Herbert Ullrich Tomás Mlynár Václav Moravec HILM 19 1 0 15 Dec 2023
IndicIRSuite: Multilingual Dataset and Neural Information Models for Indian Languages Saiful Haq Ashutosh Sharma Pushpak Bhattacharyya 10 2 0 15 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 25 29 0 11 Dec 2023
ESPN: Memory-Efficient Multi-Vector Information Retrieval Susav Shrestha Narasimha Reddy Zongwang Li 19 6 0 09 Dec 2023
Leveraging Domain Adaptation and Data Augmentation to Improve Quránic IR in English and Arabic Vera Pavlova 16 2 0 05 Dec 2023
Boot and Switch: Alternating Distillation for Zero-Shot Dense Retrieval Fan Jiang Qiongkai Xu Tom Drummond Trevor Cohn 6 2 0 27 Nov 2023
ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation Systems Jon Saad-Falcon Omar Khattab Christopher Potts Matei A. Zaharia RALM 8 103 0 16 Nov 2023
Test-time Backdoor Mitigation for Black-Box Large Language Models with Defensive Demonstrations Wenjie Mo Jiashu Xu Qin Liu Jiong Wang Jun Yan Chaowei Xiao Muhao Chen Muhao Chen AAML 54 17 0 16 Nov 2023
KTRL+F: Knowledge-Augmented In-Document Search Hanseok Oh Haebin Shin Miyoung Ko Hyunji Lee Minjoon Seo 14 3 0 14 Nov 2023
Improving Hateful Meme Detection through Retrieval-Guided Contrastive Learning Jingbiao Mei Jinghong Chen Weizhe Lin Bill Byrne Marcus Tomalin VLM 24 4 0 14 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 Matthew Cer RALM 29 12 0 10 Nov 2023
1-PAGER: One Pass Answer Generation and Evidence Retrieval Palak Jain Livio Baldini Soares Tom Kwiatkowski RALM 20 6 0 25 Oct 2023
Progressive Evidence Refinement for Open-domain Multimodal Retrieval Question Answering Shuwen Yang Anran Wu Xingjiao Wu Luwei Xiao Tianlong Ma Cheng Jin Liang He 17 2 0 15 Oct 2023
Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators Liang Chen Yang Deng Yatao Bian Zeyu Qin Bingzhe Wu Tat-Seng Chua Kam-Fai Wong HILM ELM 46 42 0 11 Oct 2023
DORIS-MAE: Scientific Document Retrieval using Multi-level Aspect-based Queries Jianyou Wang Kaicheng Wang Xiaoyue Wang Prudhviraj Naidu Leon Bergen R. Paturi 37 11 0 07 Oct 2023
Policy-Gradient Training of Language Models for Ranking Ge Gao Jonathan D. Chang Claire Cardie Kianté Brantley Thorsten Joachims 10 2 0 06 Oct 2023
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines Omar Khattab Arnav Singhvi Paridhi Maheshwari Zhiyuan Zhang Keshav Santhanam ... Thomas T. Joshi Hanna Moazam Heather Miller Matei A. Zaharia Christopher Potts RALM 25 228 0 05 Oct 2023
Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering Weizhe Lin Jinghong Chen Jingbiao Mei Alexandru Coca Bill Byrne 22 27 0 29 Sep 2023
When do Generative Query and Document Expansions Fail? A Comprehensive Study Across Methods, Retrievers, and Datasets Orion Weller Kyle Lo David Wadden Dawn J Lawrie Benjamin Van Durme Arman Cohan Luca Soldaini 43 18 0 15 Sep 2023
MEMORY-VQ: Compression for Tractable Internet-Scale Memory Yury Zemlyanskiy Michiel de Jong Luke Vilnis Santiago Ontañón William W. Cohen Sumit Sanghai Joshua Ainslie RALM MQ 28 0 0 28 Aug 2023
How Can Context Help? Exploring Joint Retrieval of Passage and Personalized Context H. Wan Hongkang Li Songtao Lu Xiao-Ping Cui Marina Danilevsky 8 1 0 26 Aug 2023
Pre-training with Large Language Model-based Document Expansion for Dense Passage Retrieval Guangyuan Ma Xing Wu Peng Wang Zijia Lin Songlin Hu RALM 24 10 0 16 Aug 2023
KITLM: Domain-Specific Knowledge InTegration into Language Models for Question Answering Ankush Agarwal Sakharam Gawade A. Azad P. Bhattacharyya KELM 50 7 0 07 Aug 2023
Thrust: Adaptively Propels Large Language Models with External Knowledge Xinran Zhao Hongming Zhang Xiaoman Pan Wenlin Yao Dong Yu Jianshu Chen KELM 45 4 0 19 Jul 2023
GEAR: Augmenting Language Models with Generalizable and Efficient Tool Resolution Yining Lu Haoping Yu Daniel Khashabi LLMAG 31 9 0 17 Jul 2023
Soft Prompt Tuning for Augmenting Dense Retrieval with Large Language Models Zhiyuan Peng Xuyang Wu Qifan Wang Yihan Fang VLM RALM 38 11 0 17 Jul 2023
Text Simplification of Scientific Texts for Non-Expert Readers Björn Engelmann Fabian Haak Christin Katharina Kreutz Narjes Nikzad Philipp Schaer 14 5 0 07 Jul 2023
LEA: Improving Sentence Similarity Robustness to Typos Using Lexical Attention Bias Mario Almagro Emilio Almazán Diego Ortego David Jiménez 21 3 0 06 Jul 2023
Extending Context Window of Large Language Models via Positional Interpolation Shouyuan Chen Sherman Wong Liangjian Chen Yuandong Tian 12 492 0 27 Jun 2023
GIO: Gradient Information Optimization for Training Dataset Selection Dante Everaert Christopher Potts 19 3 0 20 Jun 2023
GLIMMER: generalized late-interaction memory reranker Michiel de Jong Yury Zemlyanskiy Nicholas FitzGerald Sumit Sanghai William W. Cohen Joshua Ainslie RALM 41 4 0 17 Jun 2023
LAIT: Efficient Multi-Segment Encoding in Transformers with Layer-Adjustable Interaction Jeremiah Milbauer Annie Louis Mohammad Javad Hosseini Alex Fabrikant Donald Metzler Tal Schuster 19 9 0 31 May 2023
Strategic Reasoning with Language Models Kanishk Gandhi Dorsa Sadigh Noah D. Goodman LM&Ro LRM 35 35 0 30 May 2023
Landmark Attention: Random-Access Infinite Context Length for Transformers Amirkeivan Mohtashami Martin Jaggi LLMAG 19 149 0 25 May 2023
NAIL: Lexical Retrieval Indices with Efficient Non-Autoregressive Decoders Livio Baldini Soares D. Gillick Jeremy R. Cole Tom Kwiatkowski 19 1 0 23 May 2023
DAPR: A Benchmark on Document-Aware Passage Retrieval Kexin Wang Nils Reimers Iryna Gurevych 6 5 0 23 May 2023
Challenging Decoder helps in Masked Auto-Encoder Pre-training for Dense Passage Retrieval Zehan Li Yanzhao Zhang Dingkun Long Pengjun Xie RALM 26 3 0 22 May 2023
DMDD: A Large-Scale Dataset for Dataset Mentions Detection Huitong Pan Qi Zhang Eduard Constantin Dragut Cornelia Caragea Longin Jan Latecki 11 10 0 19 May 2023
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Nan Duan Weizhu Chen KELM LRM 36 357 0 19 May 2023
Hybrid and Collaborative Passage Reranking Zongmeng Zhang Wen-gang Zhou Jiaxin Shi Houqiang Li 11 0 0 16 May 2023
Soft Prompt Decoding for Multilingual Dense Retrieval Zhiqi Huang Hansi Zeng Hamed Zamani James Allan RALM 63 12 0 15 May 2023
NevIR: Negation in Neural Information Retrieval Orion Weller Dawn J Lawrie Benjamin Van Durme MU 54 18 0 12 May 2023