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

27 May 2024

Mengyao Xu

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

50 / 104 papers shown

Title
Revealing economic facts: LLMs know more than they say Marcus Buckmann Quynh Anh Nguyen Edward Hill 16 0 0 13 May 2025
Hakim: Farsi Text Embedding Model Mehran Sarmadi Morteza Alikhani Erfan Zinvandi Zahra Pourbahman VLM 23 0 0 13 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 28 0 0 12 May 2025
Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies Massimiliano Pronesti Joao Bettencourt-Silva Paul Flanagan Alessandra Pascale Oisin Redmond Anya Belz Yufang Hou 34 0 0 09 May 2025
Retrieval Augmented Generation Evaluation for Health Documents Mario Ceresa Lorenzo Bertolini Valentin Comte Nicholas Spadaro Barbara Raffael ... Sergio Consoli Amalia Muñoz Piñeiro Alex Patak Maddalena Querci Tobias Wiesenthal RALM 3DV 36 0 1 07 May 2025
EvidenceBench: A Benchmark for Extracting Evidence from Biomedical Papers J. Wang Weili Cao Kaicheng Wang Xiaoyue Wang Ashish Dalvi ... David E. Neal Maxim Khan Christopher D. Rosin R. Paturi Leon Bergen 21 0 0 25 Apr 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths Jingjin Wang LRM 75 0 0 25 Apr 2025
MIRAGE: A Metric-Intensive Benchmark for Retrieval-Augmented Generation Evaluation Chanhee Park Hyeonseok Moon Chanjun Park Heuiseok Lim RALM 53 0 0 23 Apr 2025
Advancing Embodied Agent Security: From Safety Benchmarks to Input Moderation Ning Wang Zihan Yan W. Li Chuan Ma H. Chen Tao Xiang AAML 35 0 0 22 Apr 2025
SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Dachun Sun You Lyu Jinning Li Yizhuo Chen Tianshi Wang Tomoyoshi Kimura Tarek F. Abdelzaher 19 0 0 18 Apr 2025
Memorization vs. Reasoning: Updating LLMs with New Knowledge Aochong Oliver Li Tanya Goyal KELM 50 0 0 16 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
VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents Ryota Tanaka Taichi Iki Taku Hasegawa Kyosuke Nishida Kuniko Saito Jun Suzuki VLM 47 0 0 14 Apr 2025
NetTAG: A Multimodal RTL-and-Layout-Aligned Netlist Foundation Model via Text-Attributed Graph Wenji Fang Wenkai Li Shang Liu Yao Lu Hongce Zhang Zhiyao Xie 27 1 0 12 Apr 2025
Visual Chronicles: Using Multimodal LLMs to Analyze Massive Collections of Images Boyang Deng Songyou Peng Kyle Genova Gordon Wetzstein Noah Snavely Leonidas J. Guibas Thomas Funkhouser HAI 77 0 0 11 Apr 2025
Layer-Aware Embedding Fusion for LLMs in Text Classifications Jiho Gwak Yuchul Jung 22 0 0 08 Apr 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 78 0 0 07 Apr 2025
The Use of Gaze-Derived Confidence of Inferred Operator Intent in Adjusting Safety-Conscious Haptic Assistance Jeremy D. Webb Michael Bowman Songpo Li Xiaoli Zhang 34 0 0 04 Apr 2025
Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences Heejin Kook Junyoung Kim Seongmin Park Jongwuk Lee 34 0 0 27 Mar 2025
3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark Ivan Sviridov Amina Miftakhova Artemiy Tereshchenko Galina Zubkova Pavel Blinov Andrey Savchenko LM&MA 29 0 0 26 Mar 2025
AssertionForge: Enhancing Formal Verification Assertion Generation with Structured Representation of Specifications and RTL Yunsheng Bai Ghaith Bany Hamad Syed Suhaib Haoxing Ren 29 1 0 24 Mar 2025
Enhancing Retrieval Systems with Inference-Time Logical Reasoning Felix Faltings Wei Wei Yujia Bao LRM 39 0 0 22 Mar 2025
CASE -- Condition-Aware Sentence Embeddings for Conditional Semantic Textual Similarity Measurement Gaifan Zhang Yi Zhou Danushka Bollegala 85 0 0 21 Mar 2025
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations Ziwei Ji L. Yu Yeskendir Koishekenov Yejin Bang Anthony Hartshorn Alan Schelten Cheng Zhang Pascale Fung Nicola Cancedda 46 1 0 18 Mar 2025
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning Jerry Huang Siddarth Madala Risham Sidhu Cheng Niu Julia Hockenmaier Tong Zhang RALM LRM 88 1 0 17 Mar 2025
MultiConIR: Towards multi-condition Information Retrieval Xuan Lu Sifan Liu Bochao Yin Y. K. Li Xinghao Chen Hui Su Yaohui Jin Wenjun Zeng Xiaoyu Shen 69 0 0 13 Mar 2025
VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary Kevin Qinghong Lin Mike Zheng Shou VGen 97 1 0 12 Mar 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Q. Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 68 3 0 11 Mar 2025
LLMs Know What to Drop: Self-Attention Guided KV Cache Eviction for Efficient Long-Context Inference G. Wang Shubhangi Upasani Chen Henry Wu Darshan Gandhi Jonathan Li Changran Hu Bo Li Urmish Thakker 77 0 0 11 Mar 2025
Exploiting Instruction-Following Retrievers for Malicious Information Retrieval Parishad BehnamGhader Nicholas Meade Siva Reddy 60 0 0 11 Mar 2025
Fair Text Classification via Transferable Representations Thibaud Leteno Michael Perrot Charlotte Laclau Antoine Gourru Christophe Gravier FaML 83 0 0 10 Mar 2025
Advancing Vietnamese Information Retrieval with Learning Objective and Benchmark Phu-Vinh Nguyen Minh-Nam Tran Long H. B. Nguyen D. Dinh 56 0 0 10 Mar 2025
GRITHopper: Decomposition-Free Multi-Hop Dense Retrieval Justus-Jonas Erker Nils Reimers Iryna Gurevych 53 0 0 10 Mar 2025
Breaking Free from MMI: A New Frontier in Rationalization by Probing Input Utilization W. Liu Zhiying Deng Zhongyu Niu Jun Wang Haozhao Wang Zhigang Zeng Ruixuan Li 39 2 0 08 Mar 2025
Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities Sreyan Ghosh Zhifeng Kong Sonal Kumar S. Sakshi Jaehyeon Kim Wei Ping Rafael Valle Dinesh Manocha Bryan Catanzaro MLLM AuLLM LRM 49 5 0 06 Mar 2025
IFIR: A Comprehensive Benchmark for Evaluating Instruction-Following in Expert-Domain Information Retrieval Tingyu Song Guo Gan Mingsheng Shang Yilun Zhao VLM 53 0 0 06 Mar 2025
When Claims Evolve: Evaluating and Enhancing the Robustness of Embedding Models Against Misinformation Edits Jabez Magomere Emanuele La Malfa Manuel Tonneau Ashkan Kazemi Scott A. Hale KELM 72 0 0 05 Mar 2025
Trim My View: An LLM-Based Code Query System for Module Retrieval in Robotic Firmware Sima Arasteh Pegah Jandaghi Nicolaas Weideman Dennis Perepech Mukund Raghothaman Christophe Hauser Luis Garcia 102 0 0 05 Mar 2025
Large-Scale Data Selection for Instruction Tuning Hamish Ivison Muru Zhang Faeze Brahman Pang Wei Koh Pradeep Dasigi ALM 71 1 0 03 Mar 2025
Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation Tiansheng Wen Yifei Wang Zequn Zeng Zhong Peng Yudi Su Xinyang Liu Bo Chen Hongwei Liu Stefanie Jegelka Chenyu You CLL 60 2 0 03 Mar 2025
DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point Thinking Zhuoqun Li Haiyang Yu Xuanang Chen Hongyu Lin Y. Lu Fei Huang Xianpei Han Y. Li Le Sun 43 3 0 28 Feb 2025
R2-T2: Re-Routing in Test-Time for Multimodal Mixture-of-Experts Zhongyang Li Ziyue Li Tianyi Zhou MoE 44 0 0 27 Feb 2025
TestNUC: Enhancing Test-Time Computing Approaches through Neighboring Unlabeled Data Consistency Henry Peng Zou Zhengyao Gu Yue Zhou Yankai Chen Weizhi Zhang Liancheng Fang Yibo Wang Yangning Li Kay Liu Philip S. Yu 66 0 0 26 Feb 2025
ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents Qiuchen Wang Ruixue Ding Zehui Chen Weiqi Wu Shihang Wang Pengjun Xie Feng Zhao 56 1 0 25 Feb 2025
DRAMA: Diverse Augmentation from Large Language Models to Smaller Dense Retrievers Xueguang Ma Xi Victoria Lin Barlas Oğuz Jimmy Lin Wen-tau Yih Xilun Chen RALM 80 3 0 25 Feb 2025
Towards Foundation Models for Mixed Integer Linear Programming Sirui Li Janardhan Kulkarni Ishai Menache Cathy Wu Beibin Li 55 3 0 24 Feb 2025
Large Language Models are Powerful EHR Encoders S. Hegselmann Georg von Arnim Tillmann Rheude Noel Kronenberg David Sontag Gerhard Hindricks R. Eils Benjamin Wild LM&MA 49 1 0 24 Feb 2025
ATEB: Evaluating and Improving Advanced NLP Tasks for Text Embedding Models Simeng Han Frank Palma Gomez Tu Vu Zefei Li Daniel Matthew Cer Hansi Zeng Chris Tar Arman Cohan Gustavo Hernández Ábrego 46 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
Is This Collection Worth My LLM's Time? Automatically Measuring Information Potential in Text Corpora Tristan Karch Luca Engel Philippe Schwaller Frédéric Kaplan 77 0 0 20 Feb 2025