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 / 112 papers shown

Title
Contrastive Prompting Enhances Sentence Embeddings in LLMs through Inference-Time Steering Zifeng Cheng Zhonghui Wang Yuchen Fu Zhiwei Jiang Yafeng Yin Cong Wang Qing Gu 17 0 0 19 May 2025
Predicting Reaction Time to Comprehend Scenes with Foveated Scene Understanding Maps Ziqi Wen Jonathan Skaza Shravan Murlidaran William Y. Wang Miguel P. Eckstein 11 0 0 19 May 2025
LightRetriever: A LLM-based Hybrid Retrieval Architecture with 1000x Faster Query Inference Guangyuan Ma Yongliang Ma Xuanrui Gou Zhenpeng Su Ming Zhou Songlin Hu RALM 12 0 0 18 May 2025
UniMoCo: Unified Modality Completion for Robust Multi-Modal Embeddings Jiajun Qin Yuan Pu Zhuolun He Seunggeun Kim David Z. Pan Bei Yu 9 0 0 17 May 2025
ELITE: Embedding-Less retrieval with Iterative Text Exploration Zhenting Wang Siyuan Gao Rong Zhou Hao Wang Li Ning RALM 3DV 2 0 0 17 May 2025
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch Mining Raghuveer Thirukovalluru Rui Meng Yong-Jin Liu Karthikeyan K Mingyi Su Ping Nie Semih Yavuz Yingbo Zhou Wenhu Chen Bhuwan Dhingra 17 0 0 16 May 2025
LDIR: Low-Dimensional Dense and Interpretable Text Embeddings with Relative Representations Yile Wang Zhanyu Shen Hui Huang 29 0 0 15 May 2025
Revealing economic facts: LLMs know more than they say Marcus Buckmann Quynh Anh Nguyen Edward Hill 28 0 0 13 May 2025
Hakim: Farsi Text Embedding Model Mehran Sarmadi Morteza Alikhani Erfan Zinvandi Zahra Pourbahman VLM 28 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 45 0 0 12 May 2025
Code Retrieval for MILP Instance Generation Tianxing Yang Huigen Ye Hua Xu 2 0 0 11 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 38 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 39 0 1 07 May 2025
EvidenceBench: A Benchmark for Extracting Evidence from Biomedical Papers Jiadong Wang Weili Cao Kaicheng Wang Xiaoyue Wang Ashish Dalvi ... David E. Neal Maxim Khan Christopher D. Rosin R. Paturi Leon Bergen 33 0 0 25 Apr 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths Jingjin Wang LRM 178 0 0 25 Apr 2025
MIRAGE: A Metric-Intensive Benchmark for Retrieval-Augmented Generation Evaluation Chanhee Park Hyeonseok Moon Chanjun Park Heuiseok Lim RALM 65 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 49 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 26 0 0 18 Apr 2025
Memorization vs. Reasoning: Updating LLMs with New Knowledge Aochong Oliver Li Tanya Goyal KELM 50 1 0 16 Apr 2025
CSPLADE: Learned Sparse Retrieval with Causal Language Models Zhichao Xu Aosong Feng Yijun Tian Haibo Ding Lin Leee Cheong RALM 47 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 52 1 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 35 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 184 0 0 11 Apr 2025
Layer-Aware Embedding Fusion for LLMs in Text Classifications Jiho Gwak Yuchul Jung 35 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 176 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 36 0 0 04 Apr 2025
Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences Heejin Kook Junyoung Kim Seongmin Park Jongwuk Lee 39 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 33 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 38 1 0 24 Mar 2025
Enhancing Retrieval Systems with Inference-Time Logical Reasoning Felix Faltings Wei Wei Yujia Bao LRM 41 0 0 22 Mar 2025
CASE -- Condition-Aware Sentence Embeddings for Conditional Semantic Textual Similarity Measurement Gaifan Zhang Yi Zhou Danushka Bollegala 183 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 53 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 98 2 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 74 0 0 13 Mar 2025
VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary Kevin Qinghong Lin Mike Zheng Shou VGen 195 1 0 12 Mar 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Qiang Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 76 3 0 11 Mar 2025
Exploiting Instruction-Following Retrievers for Malicious Information Retrieval Parishad BehnamGhader Nicholas Meade Siva Reddy 67 0 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 82 0 0 11 Mar 2025
Fair Text Classification via Transferable Representations Thibaud Leteno Michael Perrot Charlotte Laclau Antoine Gourru Christophe Gravier FaML 88 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 66 0 0 10 Mar 2025
GRITHopper: Decomposition-Free Multi-Hop Dense Retrieval Justus-Jonas Erker Nils Reimers Iryna Gurevych 63 0 0 10 Mar 2025
Breaking Free from MMI: A New Frontier in Rationalization by Probing Input Utilization Wei Liu Zhiying Deng Zhongyu Niu Jun Wang Yining Qi Zhigang Zeng Ruixuan Li 47 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 Ming-Yu Liu Rafael Valle Dinesh Manocha Bryan Catanzaro MLLM AuLLM LRM 59 9 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 70 0 0 06 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 204 0 0 05 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
Large-Scale Data Selection for Instruction Tuning Hamish Ivison Muru Zhang Faeze Brahman Pang Wei Koh Pradeep Dasigi ALM 75 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 71 3 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 Yunfan LU Fei Huang Xianpei Han Heng Chang Le Sun 59 4 0 28 Feb 2025
R2-T2: Re-Routing in Test-Time for Multimodal Mixture-of-Experts Zhongyang Li Ziyue Li Dinesh Manocha MoE 53 0 0 27 Feb 2025