v1v2 (latest)

Generalization through Memorization: Nearest Neighbor Language Models

1 November 2019

Urvashi Khandelwal

Omer Levy

Dan Jurafsky

Luke Zettlemoyer

M. Lewis

RALM

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Papers citing "Generalization through Memorization: Nearest Neighbor Language Models"

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Toward Structured Knowledge Reasoning: Contrastive Retrieval-Augmented Generation on Experience Jiawei Gu Ziting Xian Yuanzhen Xie Ye Liu Enjie Liu Ruichao Zhong Mochi Gao Yunzhi Tan Bo Hu Zang Li RALM 64 0 0 01 Jun 2025
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MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models Zhiyu Li Shichao Song Hanyu Wang Simin Niu Ding Chen ... Qingchen Yu Bo Tang Hongkang Yang Zhi-hai Xu Feiyu Xiong RALM 43 0 0 28 May 2025
Evaluating the Retrieval Robustness of Large Language Models Shuyang Cao Karthik Radhakrishnan David S. Rosenberg Steven Lu Pengxiang Cheng Lu Wang Shiyue Zhang RALM 21 0 0 28 May 2025
Rethinking Hybrid Retrieval: When Small Embeddings and LLM Re-ranking Beat Bigger Models Arjun Rao H. Alipour Nick Pendar 35 0 0 28 May 2025
MA-RAG: Multi-Agent Retrieval-Augmented Generation via Collaborative Chain-of-Thought Reasoning Thang Nguyen Peter Chin Yu-Wing Tai LRM 82 1 0 26 May 2025
AssistedDS: Benchmarking How External Domain Knowledge Assists LLMs in Automated Data Science An Luo Xun Xian Jin Du Fangqiao Tian G. Wang ... Jayanth Srinivasa Ashish Kundu Charles Fleming Mingyi Hong Jie Ding 25 0 0 25 May 2025
LLMs for Supply Chain Management Haojie Wang Jiuyun Jiang L. Jeff Hong Guangxin Jiang 32 0 0 24 May 2025
Anchored Diffusion Language Model Litu Rout Constantine Caramanis Sanjay Shakkottai 74 0 0 24 May 2025
MuseRAG: Idea Originality Scoring At Scale Ali Sarosh Bangash Krish Veera Ishfat Abrar Islam Raiyan Abdul Baten LRM 66 0 0 22 May 2025
The Atlas of In-Context Learning: How Attention Heads Shape In-Context Retrieval Augmentation Patrick Kahardipraja Reduan Achtibat Thomas Wiegand Wojciech Samek Sebastian Lapuschkin 153 0 0 21 May 2025
Pre-training Large Memory Language Models with Internal and External Knowledge Linxi Zhao Sofian Zalouk Christian K. Belardi Justin Lovelace Jin Peng Zhou Kilian Q. Weinberger Yoav Artzi Jennifer J. Sun KELM HILM 112 0 0 21 May 2025
Beyond Text: Unveiling Privacy Vulnerabilities in Multi-modal Retrieval-Augmented Generation Jiankun Zhang Shenglai Zeng Jie Ren Tianqi Zheng Hui Liu Xianfeng Tang Hui Liu Yi Chang 64 0 0 20 May 2025
Data-Efficient Hate Speech Detection via Cross-Lingual Nearest Neighbor Retrieval with Limited Labeled Data Faeze Ghorbanpour Daryna Dementieva Alexander Fraser 81 0 0 20 May 2025
Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps Jie Ou Jinyu Guo Shuaihong Jiang Zhaokun Wang Libo Qin Shunyu Yao Wenhong Tian 3DV 163 0 0 19 May 2025
Nearest Neighbor Multivariate Time Series Forecasting Huiliang Zhang Ping Nie Lijun Sun Benoit Boulet AI4TS 112 1 0 16 May 2025
Vaiage: A Multi-Agent Solution to Personalized Travel Planning Binwen Liu Jiexi Ge Jiamin Wang LLMAG 41 0 0 16 May 2025
DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented Generation Jimeng Sun Xianrui Zhong Sizhe Zhou Jiawei Han RALM 83 0 0 12 May 2025
MateICL: Mitigating Attention Dispersion in Large-Scale In-Context Learning Murtadha Ahmed Wenbo Liu yunfeng 105 0 0 02 May 2025
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question Answering Zhonghao Li Kunpeng Zhang Jinghuai Ou Shuliang Liu Xuming Hu 176 1 0 28 Apr 2025
CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction Harsh Maheshwari Srikanth Tenneti Alwarappan Nakkiran 3DV 109 1 0 22 Apr 2025
The Great Nugget Recall: Automating Fact Extraction and RAG Evaluation with Large Language Models Ronak Pradeep Nandan Thakur Shivani Upadhyay Daniel Fernando Campos Nick Craswell Jimmy Lin 78 2 0 21 Apr 2025
Support Evaluation for the TREC 2024 RAG Track: Comparing Human versus LLM Judges Nandan Thakur Ronak Pradeep Shivani Upadhyay Daniel Fernando Campos Nick Craswell Jimmy Lin ELM 116 3 0 21 Apr 2025
Collaborative Learning of On-Device Small Model and Cloud-Based Large Model: Advances and Future Directions Chaoyue Niu Yucheng Ding Junhui Lu Zhengxiang Huang Hang Zeng Yutong Dai Xuezhen Tu Chengfei Lv Fan Wu Guihai Chen 130 1 0 17 Apr 2025
FreshStack: Building Realistic Benchmarks for Evaluating Retrieval on Technical Documents Nandan Thakur Jimmy J. Lin Sam Havens Michael Carbin Omar Khattab Andrew Drozdov 130 5 0 17 Apr 2025
Efficient Distributed Retrieval-Augmented Generation for Enhancing Language Model Performance Shixuan Liu Zhenzhe Zheng Xiaoyao Huang Fan Wu Guihai Chen Jie Wu 103 0 0 15 Apr 2025
Memory-Modular Classification: Learning to Generalize with Memory Replacement Dahyun Kang Ahmet Iscen Eunchan Jo Sua Choi Minsu Cho Cordelia Schmid VLM KELM OffRL 126 0 0 08 Apr 2025
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness Dongzhuoran Zhou Yuqicheng Zhu Yuan He Jiaoyan Chen Evgeny Kharlamov Steffen Staab RALM 135 1 0 07 Apr 2025
NAACL2025 Tutorial: Adaptation of Large Language Models Zixuan Ke Yifei Ming Shafiq Joty 64 3 0 04 Apr 2025
HyperRAG: Enhancing Quality-Efficiency Tradeoffs in Retrieval-Augmented Generation with Reranker KV-Cache Reuse Yuwei An Yihua Cheng Seo Jin Park Junchen Jiang 96 1 0 03 Apr 2025
Self-Routing RAG: Binding Selective Retrieval with Knowledge Verbalization Di Wu Jia-Chen Gu Kai-Wei Chang Nanyun Peng 123 0 0 01 Apr 2025
Accelerating Causal Network Discovery of Alzheimer Disease Biomarkers via Scientific Literature-based Retrieval Augmented Generation Xiaofan Zhou Liangjie Huang Pinyang Cheng Wenpen Yin Rui Zhang Wenrui Hao Lu Cheng 71 0 0 01 Apr 2025
Long-Tail Crisis in Nearest Neighbor Language Models Yuto Nishida Makoto Morishita Hiroyuki Deguchi Hidetaka Kamigaito Taro Watanabe RALM 105 0 0 28 Mar 2025
The cell as a token: high-dimensional geometry in language models and cell embeddings William Gilpin 145 0 0 26 Mar 2025
MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer Honglin Lin Zhuoshi Pan Yu Li Qizhi Pei Xin Gao Mengzhang Cai Zeang Sheng Lijun Wu OffRL LRM 97 1 0 19 Mar 2025
Mapping the Trust Terrain: LLMs in Software Engineering -- Insights and Perspectives Dipin Khati Yijin Liu David Nader-Palacio Yixuan Zhang Denys Poshyvanyk 75 1 0 18 Mar 2025
Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis Hongyu Sun Qiuhong Ke Ming Cheng Yanjie Wang Deying Li Chenhui Gou Jianfei Cai 3DPC 141 0 0 15 Mar 2025
M2R-Whisper: Multi-stage and Multi-scale Retrieval Augmentation for Enhancing Whisper Jiaming Zhou Songtao Zhao Jiabei He Hui Wang Wenjia Zeng Yong Chen Haoqin Sun Aobo Kong Yong Qin 155 1 0 13 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 161 7 0 11 Mar 2025
Similarity-Based Domain Adaptation with LLMs Jie He Wendi Zhou Xiang Li Jeff Z. Pan 90 0 0 07 Mar 2025
Optimizing open-domain question answering with graph-based retrieval augmented generation Joyce Cahoon Prerna Singh Nick Litombe Jonathan Larson Ha Trinh Yiwen Zhu A. Mueller Fotis Psallidas Carlo Curino 74 0 0 04 Mar 2025
TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval Chien-Yu Lin Keisuke Kamahori Yiyu Liu Xiaoxiang Shi Madhav Kashyap ... Stephanie Wang Arvind Krishnamurthy Rohan Kadekodi Luis Ceze Baris Kasikci 3DV VLM 439 1 0 28 Feb 2025
From Retrieval to Generation: Comparing Different Approaches Abdelrahman Abdallah Jamshid Mozafari Bhawna Piryani Mohammed Ali Adam Jatowt RALM 106 0 0 27 Feb 2025
TestNUC: Enhancing Test-Time Computing Approaches and Scaling 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 152 1 0 26 Feb 2025
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home Viktor Moskvoretskii M. Lysyuk Mikhail Salnikov Nikolay Ivanov Sergey Pletenev Daria Galimzianova Nikita Krayko Vasily Konovalov Irina Nikishina Alexander Panchenko RALM 150 7 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 198 2 0 21 Feb 2025
Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data Shenglai Zeng Jiankun Zhang Pengfei He J. Ren Tianqi Zheng Hanqing Lu Han Xu Hui Liu Yue Xing Jiliang Tang 198 12 0 21 Feb 2025
RAPID: Retrieval Augmented Training of Differentially Private Diffusion Models Tanqiu Jiang Changjiang Li Fenglong Ma Ting Wang 123 1 0 18 Feb 2025