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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Following the Autoregressive Nature of LLM Embeddings via Compression and Alignment Jingcheng Deng Zhongtao Jiang Liang Pang Liwei Chen Kun Xu Zihao Wei Huawei Shen Xueqi Cheng 117 3 0 17 Feb 2025
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Episodic Memories Generation and Evaluation Benchmark for Large Language Models Alexis Huet Zied Ben-Houidi Dario Rossi LLMAG 90 2 0 21 Jan 2025
Improving Zero-Shot Chinese-English Code-Switching ASR with kNN-CTC and Gated Monolingual Datastores Jiaming Zhou Songtao Zhao Hui Wang Tian-Hao Zhang Haoqin Sun Xuechen Wang Yong Qin 240 3 0 20 Jan 2025
SteLLA: A Structured Grading System Using LLMs with RAG Hefei Qiu Brian White Ashley Ding Reinaldo Costa Ali Hachem Wei Ding Ping Chen AI4Ed 111 0 0 17 Jan 2025
A Unified Framework for Context-Aware IoT Management and State-of-the-Art IoT Traffic Anomaly Detection Daniel Adu Worae Athar Sheikh Spyridon Mastorakis 95 1 0 31 Dec 2024
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval Aakash Mahalingam Vinesh Kumar Gande Aman Chadha Vinija Jain Divya Chaudhary 126 0 0 19 Dec 2024
Hierarchical Prompt Decision Transformer: Improving Few-Shot Policy Generalization with Global and Adaptive Guidance Zhe Wang Haozhu Wang Yanjun Qi OffRL 135 0 0 01 Dec 2024
Aligning Generalisation Between Humans and Machines Filip Ilievski Barbara Hammer F. V. Harmelen Benjamin Paassen S. Saralajew ... Vered Shwartz Gabriella Skitalinskaya Clemens Stachl Gido M. van de Ven T. Villmann 320 1 0 23 Nov 2024
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information Assistant Yujia Zhou Zheng Liu Zhicheng Dou AIFin LRM RALM 56 2 0 11 Nov 2024
Long Context RAG Performance of Large Language Models Quinn Leng Jacob P. Portes Sam Havens Matei A. Zaharia Michael Carbin AIFin RALM 3DV 98 11 0 05 Nov 2024
Finding NeMo: Negative-mined Mosaic Augmentation for Referring Image Segmentation Seongsu Ha Chaeyun Kim Donghwa Kim Junho Lee Sangho Lee Joonseok Lee 119 4 0 03 Nov 2024
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Mask-based Membership Inference Attacks for Retrieval-Augmented Generation Mingrui Liu Sixiao Zhang Cheng Long AAML 162 4 0 26 Oct 2024
Retrieval-Augmented Diffusion Models for Time Series Forecasting Jingwei Liu Ling Yang Hongyan Li Shenda Hong DiffM AI4TS 100 12 0 24 Oct 2024
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation Systems Nandan Thakur Suleman Kazi Ge Luo Jimmy J. Lin Amin Ahmad VLM RALM 210 7 0 17 Oct 2024
Divide-Verify-Refine: Can LLMs Self-Align with Complex Instructions? Xianren Zhang Xianfeng Tang Hui Liu Zongyu Wu Qi He Dongwon Lee Suhang Wang ALM 125 1 0 16 Oct 2024
Open Domain Question Answering with Conflicting Contexts Siyi Liu Qiang Ning Kishaloy Halder Wei Xiao Zheng Qi ... Yi Zhang Neha Anna John Bonan Min Yassine Benajiba Dan Roth LLMAG 194 5 0 16 Oct 2024
Beyond Graphs: Can Large Language Models Comprehend Hypergraphs? Yifan Feng Chengwu Yang Xingliang Hou S. Du Shihui Ying Zongze Wu Yue Gao 111 4 0 14 Oct 2024
Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning Yongxin Xu Ruizhe Zhang Xinke Jiang Yujie Feng Yuzhen Xiao Xinyu Ma Runchuan Zhu Xu Chu Junfeng Zhao Yasha Wang KELM 102 4 0 14 Oct 2024
Generation with Dynamic Vocabulary Yanting Liu Tao Ji Changzhi Sun Yuanbin Wu Xiaoling Wang 81 1 0 11 Oct 2024
TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text Songshuo Lu Hua Wang Yutian Rong Zhi Chen Yaohua Tang VLM 88 18 0 10 Oct 2024
Retrieval-Augmented Decision Transformer: External Memory for In-context RL Thomas Schmied Fabian Paischer Vihang Patil M. Hofmarcher Razvan Pascanu Sepp Hochreiter OffRL 103 7 0 09 Oct 2024
Accelerating Inference of Networks in the Frequency Domain Chenqiu Zhao Guanfang Dong Anup Basu 124 0 0 06 Oct 2024
Misinformation with Legal Consequences (MisLC): A New Task Towards Harnessing Societal Harm of Misinformation Chu Fei Luo Radin Shayanfar R. Bhambhoria Samuel Dahan Xiaodan Zhu AILaw 60 0 0 04 Oct 2024
Permissive Information-Flow Analysis for Large Language Models Shoaib Ahmed Siddiqui Radhika Gaonkar Boris Köpf David M. Krueger Andrew Paverd Ahmed Salem Shruti Tople Lukas Wutschitz Menglin Xia Santiago Zanella Béguelin 138 2 0 04 Oct 2024
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 130 5 0 03 Oct 2024
Contextual Document Embeddings John X. Morris Alexander M. Rush 101 9 0 03 Oct 2024
Undesirable Memorization in Large Language Models: A Survey Ali Satvaty Suzan Verberne Fatih Turkmen ELM PILM 200 7 0 03 Oct 2024
Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models Luohe Shi Yao Yao Zuchao Li Lefei Zhang Hai Zhao 72 0 0 30 Sep 2024
Incorporating Precedents for Legal Judgement Prediction on European Court of Human Rights Cases T. Y. S. S. Santosh Mohamed Hesham Elganayni Stanisław Sójka Matthias Grabmair AILaw 54 2 0 27 Sep 2024
Results of the Big ANN: NeurIPS'23 competition H. Simhadri Martin Aumüller Amir Ingber Matthijs Douze G. Williams ... Yizhuo Chen W. J. Zheng Zihao Wan Jie Yin Ben Huang 68 10 0 25 Sep 2024
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 489 2 0 20 Sep 2024
VERA: Validation and Enhancement for Retrieval Augmented systems Nitin Aravind Birur Tanay Baswa Divyanshu Kumar Jatan Loya Sahil Agarwal P. Harshangi VLM RALM 52 1 0 18 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 143 12 0 17 Sep 2024
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented Generation To Eun Kim Fernando Diaz 138 4 0 17 Sep 2024
Online Learning via Memory: Retrieval-Augmented Detector Adaptation Yanan Jian Fuxun Yu Qi Zhang William Levine Brandon Dubbs Nikolaos Karianakis ObjD CLL 48 0 0 16 Sep 2024
Trustworthiness in Retrieval-Augmented Generation Systems: A Survey Yujia Zhou Yan Liu Xiaoxi Li Jiajie Jin Hongjin Qian Zheng Liu Chaozhuo Li Zhicheng Dou Tsung-Yi Ho Philip S. Yu 3DV RALM 116 40 0 16 Sep 2024
On the Vulnerability of Applying Retrieval-Augmented Generation within Knowledge-Intensive Application Domains Xun Xian Ganghua Wang Xuan Bi Jayanth Srinivasa Ashish Kundu Charles Fleming Mingyi Hong Jie Ding SILM 85 2 0 12 Sep 2024
Applied Federated Model Personalisation in the Industrial Domain: A Comparative Study Ilias Siniosoglou Vasileios Argyriou G. Fragulis Panagiotis E. Fouliras Georgios Th. Papadopoulos A. Lytos Panagiotis G. Sarigiannidis 83 1 0 10 Sep 2024
RAG based Question-Answering for Contextual Response Prediction System Sriram Veturi Saurabh Vaichal Reshma Lal Jagadheesh Nafis Irtiza Tripto Nian Yan RALM 70 8 0 05 Sep 2024
You Only Use Reactive Attention Slice For Long Context Retrieval Yun Joon Soh Hanxian Huang Yuandong Tian Jishen Zhao RALM 70 0 0 03 Sep 2024
Compositional 3D-aware Video Generation with LLM Director Hanxin Zhu Tianyu He Anni Tang Junliang Guo Zhibo Chen Jiang Bian DiffM VGen 108 7 0 31 Aug 2024
MemLong: Memory-Augmented Retrieval for Long Text Modeling Weijie Liu Zecheng Tang Juntao Li Kehai Chen Min Zhang RALM 60 3 0 30 Aug 2024
Enhancing and Accelerating Large Language Models via Instruction-Aware Contextual Compression Haowen Hou Fei Ma Binwen Bai Xinxin Zhu Fei Yu 70 0 0 28 Aug 2024
A Statistical Framework for Data-dependent Retrieval-Augmented Models Soumya Basu A. S. Rawat Manzil Zaheer RALM 88 0 0 27 Aug 2024
Writing in the Margins: Better Inference Pattern for Long Context Retrieval M. Russak Umar Jamil Christopher Bryant Kiran Kamble Axel Magnuson Mateusz Russak Waseem Alshikh 61 3 0 27 Aug 2024
Ancient Wisdom, Modern Tools: Exploring Retrieval-Augmented LLMs for Ancient Indian Philosophy Priyanka Mandikal RALM VLM 56 0 0 21 Aug 2024