NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models

NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models

27 May 2024

Mengyao Xu

Jonathan Raiman

Bryan Catanzaro

Papers citing "NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models"

12 / 112 papers shown

Title
LitSearch: A Retrieval Benchmark for Scientific Literature Search Anirudh Ajith Mengzhou Xia Alexis Chevalier Tanya Goyal Danqi Chen Tianyu Gao RALM 42 10 0 10 Jul 2024
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs Yue Yu Ming-Yu Liu Zihan Liu Wei Ping Jiaxuan You Chao Zhang M. Shoeybi Bryan Catanzaro ALM RALM 39 50 0 02 Jul 2024
CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks Maciej Besta Lorenzo Paleari Aleš Kubíček Piotr Nyczyk Robert Gerstenberger Patrick Iff Tomasz Lehmann H. Niewiadomski Torsten Hoefler 75 5 0 04 Jun 2024
MTEB-French: Resources for French Sentence Embedding Evaluation and Analysis Mathieu Ciancone Imene Kerboua Marion Schaeffer W. Siblini 42 2 0 30 May 2024
ATM: Adversarial Tuning Multi-agent System Makes a Robust Retrieval-Augmented Generator Junda Zhu Lingyong Yan Haibo Shi Dawei Yin Lei Sha RALM 39 5 0 28 May 2024
BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Yanqiao Zhu M. D. Wang Joyce C. Ho Chao Zhang Carl Yang LM&MA 40 19 0 29 Apr 2024
Looking Right is Sometimes Right: Investigating the Capabilities of Decoder-only LLMs for Sequence Labeling David Dukić Jan Šnajder 24 13 0 25 Jan 2024
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 57 286 0 14 Aug 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 354 12,003 0 04 Mar 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 232 422 0 24 Jan 2022
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 246 971 0 17 Apr 2021
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 180 453 0 10 Mar 2020