NV-Retriever: Improving text embedding models with effective hard-negative mining

22 July 2024

G. D. S. P. Moreira

Radek Osmulski

Mengyao Xu

Ronay Ak

Benedikt D. Schifferer

Even Oldridge

RALM

ArXiv PDF HTML

Papers citing "NV-Retriever: Improving text embedding models with effective hard-negative mining"

27 / 27 papers shown

Title
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch Mining Raghuveer Thirukovalluru Rui Meng Yong-Jin Liu K. Krishnamoorthi Mingyi Su Ping Nie Semih Yavuz Yingbo Zhou Wenhu Chen Bhuwan Dhingra 17 0 0 16 May 2025
QUPID: Quantified Understanding for Enhanced Performance, Insights, and Decisions in Korean Search Engines Ohjoon Kwon Changsu Lee Jihye Back Lim Sun Suk Inho Kang Donghyeon Jeon 45 0 0 12 May 2025
The Distracting Effect: Understanding Irrelevant Passages in RAG Chen Amiraz Florin Cuconasu Simone Filice Zohar Karnin 34 0 0 11 May 2025
SweRank: Software Issue Localization with Code Ranking R. Reddy Tarun Suresh JaeHyeok Doo Yong-Jin Liu Xuan-Phi Nguyen Yingbo Zhou Semih Yavuz Caiming Xiong Heng Ji Shafiq R. Joty 26 0 0 07 May 2025
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling Hengran Zhang Keping Bi J. Guo Xiaojie Sun Shihao Liu Daiting Shi Dawei Yin Xueqi Cheng RALM 141 0 0 07 Apr 2025
Leveraging LLMs for Utility-Focused Annotation: Reducing Manual Effort for Retrieval and RAG Hengran Zhang Minghao Tang Keping Bi J. Guo Shihao Liu Daiting Shi Dawei Yin Xueqi Cheng 19 0 0 07 Apr 2025
Beyond Contrastive Learning: Synthetic Data Enables List-wise Training with Multiple Levels of Relevance Reza Esfandiarpoor George Zerveas Ruochen Zhang Macton Mgonzo Carsten Eickhoff Stephen H. Bach SyDa 50 0 0 29 Mar 2025
Optimizing Case-Based Reasoning System for Functional Test Script Generation with Large Language Models Siyuan Guo Huiwu Liu Xiaolong Chen Yuming Xie Liang Zhang Tao Han H. Chen Yi-Ju Chang Jun Wang 74 0 0 26 Mar 2025
GRITHopper: Decomposition-Free Multi-Hop Dense Retrieval Justus-Jonas Erker Nils Reimers Iryna Gurevych 60 0 0 10 Mar 2025
Teaching Dense Retrieval Models to Specialize with Listwise Distillation and LLM Data Augmentation Manveer Singh Tamber Suleman Kazi Vivek Sourabh Jimmy J. Lin 68 1 0 27 Feb 2025
Is This Collection Worth My LLM's Time? Automatically Measuring Information Potential in Text Corpora Tristan Karch Luca Engel Philippe Schwaller Frédéric Kaplan 82 0 0 19 Feb 2025
Retro-Rank-In: A Ranking-Based Approach for Inorganic Materials Synthesis Planning Thorben Prein Elton Pan Sami Haddouti Marco Lorenz Janik Jehkul ... Cansu Moran Menelaos Panagiotis Fotiadis Artur P. Toshev E. Olivetti Jennifer L.M. Rupp 49 0 0 06 Feb 2025
LLMs are Also Effective Embedding Models: An In-depth Overview Chongyang Tao Tao Shen Shen Gao Junshuo Zhang Zhen Li Zhengwei Tao Shuai Ma 83 7 0 17 Dec 2024
CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking Tarun Suresh R. Reddy Yifei Xu Zach Nussbaum Andriy Mulyar Brandon Duderstadt Heng Ji 89 3 0 01 Dec 2024
From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive Grammars Albert Kornilov Tatiana Shavrina 79 1 0 23 Nov 2024
CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval Y. Liu Rui Meng Shafiq R. Joty Silvio Savarese Caiming Xiong Yingbo Zhou Semih Yavuz 92 3 0 19 Nov 2024
MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs Sheng-Chieh Lin Chankyu Lee M. Shoeybi Jimmy J. Lin Bryan Catanzaro Ming-Yu Liu 67 10 0 04 Nov 2024
RARe: Retrieval Augmented Retrieval with In-Context Examples Atula Tejaswi Yoonsang Lee Sujay Sanghavi Eunsol Choi RALM LRM 25 1 0 26 Oct 2024
Understanding the Role of LLMs in Multimodal Evaluation Benchmarks Botian Jiang Lei Li Xiaonan Li Zhaowei Li Xiachong Feng Lingpeng Kong Qiang Liu Xipeng Qiu 41 2 0 16 Oct 2024
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 42 4 0 03 Oct 2024
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models Orion Weller Benjamin Van Durme Dawn J Lawrie Ashwin Paranjape Yuhao Zhang Jack Hessel LRM RALM 55 17 0 17 Sep 2024
Enhancing Q&A Text Retrieval with Ranking Models: Benchmarking, fine-tuning and deploying Rerankers for RAG G. D. S. P. Moreira Ronay Ak Benedikt D. Schifferer Mengyao Xu Radek Osmulski Even Oldridge 23 4 0 12 Sep 2024
Conan-embedding: General Text Embedding with More and Better Negative Samples Shiyu Li Yang Tang Shizhe Chen Xi Chen 18 3 0 28 Aug 2024
NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models Chankyu Lee Rajarshi Roy Mengyao Xu Jonathan Raiman M. Shoeybi Bryan Catanzaro Ming-Yu Liu RALM 54 139 0 27 May 2024
RocketQAv2: A Joint Training Method for Dense Passage Retrieval and Passage Re-ranking Ruiyang Ren Yingqi Qu Jing Liu Wayne Xin Zhao Qiaoqiao She Hua-Hong Wu Haifeng Wang Ji-Rong Wen 141 248 0 14 Oct 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 231 966 0 17 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-Hong Wu Haifeng Wang RALM OffRL 214 593 0 16 Oct 2020