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Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation

10 April 2024

Papers citing "Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation"

36 / 36 papers shown

Title
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 157 0 0 19 May 2025
OpenELM: An Efficient Language Model Family with Open Training and Inference Framework Sachin Mehta Mohammad Hossein Sekhavat Qingqing Cao Maxwell Horton Yanzi Jin ... Iman Mirzadeh Mahyar Najibi Dmitry Belenko Peter Zatloukal Mohammad Rastegari OSLM AIFin 75 61 0 22 Apr 2024
Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems Xupeng Miao Gabriele Oliaro Zhihao Zhang Xinhao Cheng Hongyi Jin Tianqi Chen Zhihao Jia 117 82 0 23 Dec 2023
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 189 1,776 1 18 Dec 2023
Advancing Transformer Architecture in Long-Context Large Language Models: A Comprehensive Survey Yunpeng Huang Jingwei Xu Junyu Lai Zixu Jiang Taolue Chen ... Xiaoxing Ma Lijuan Yang Zhou Xin Shupeng Li Penghao Zhao LLMAG KELM 94 62 0 21 Nov 2023
Prompt Cache: Modular Attention Reuse for Low-Latency Inference In Gim Guojun Chen Seung-seob Lee Nikhil Sarda Anurag Khandelwal Lin Zhong 82 85 0 07 Nov 2023
Position Interpolation Improves ALiBi Extrapolation Faisal Al-Khateeb Nolan Dey Daria Soboleva Joel Hestness LLMSV 53 5 0 18 Oct 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 260 754 0 17 Oct 2023
Attention Sorting Combats Recency Bias In Long Context Language Models A. Peysakhovich Adam Lerer LRM RALM 93 52 0 28 Sep 2023
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 188 2,223 0 12 Sep 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 142 671 0 18 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 305 11,894 0 18 Jul 2023
Lost in the Middle: How Language Models Use Long Contexts Nelson F. Liu Kevin Lin John Hewitt Ashwin Paranjape Michele Bevilacqua Fabio Petroni Percy Liang RALM 109 1,600 0 06 Jul 2023
Scaling In-Context Demonstrations with Structured Attention Tianle Cai Kaixuan Huang Jason D. Lee Mengdi Wang LRM 66 8 0 05 Jul 2023
Extending Context Window of Large Language Models via Positional Interpolation Shouyuan Chen Sherman Wong Liangjian Chen Yuandong Tian 156 532 0 27 Jun 2023
H $_2$ O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models Zhenyu Zhang Ying Sheng Dinesh Manocha Tianlong Chen Lianmin Zheng ... Yuandong Tian Christopher Ré Clark W. Barrett Zhangyang Wang Beidi Chen VLM 139 306 0 24 Jun 2023
The Impact of Positional Encoding on Length Generalization in Transformers Amirhossein Kazemnejad Inkit Padhi Karthikeyan N. Ramamurthy Payel Das Siva Reddy 73 199 0 31 May 2023
Scissorhands: Exploiting the Persistence of Importance Hypothesis for LLM KV Cache Compression at Test Time Zichang Liu Aditya Desai Fangshuo Liao Weitao Wang Victor Xie Zhaozhuo Xu Anastasios Kyrillidis Anshumali Shrivastava 70 230 0 26 May 2023
Randomized Positional Encodings Boost Length Generalization of Transformers Anian Ruoss Grégoire Delétang Tim Genewein Jordi Grau-Moya Róbert Csordás Mehdi Abbana Bennani Shane Legg J. Veness LLMAG 79 104 0 26 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 143 2,010 0 17 May 2023
FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU Ying Sheng Lianmin Zheng Binhang Yuan Zhuohan Li Max Ryabinin ... Joseph E. Gonzalez Percy Liang Christopher Ré Ion Stoica Ce Zhang 187 395 0 13 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,247 0 27 Feb 2023
Large Language Models Can Be Easily Distracted by Irrelevant Context Freda Shi Xinyun Chen Kanishka Misra Nathan Scales David Dohan Ed H. Chi Nathanael Scharli Denny Zhou ReLM RALM LRM 101 587 0 31 Jan 2023
Parallel Context Windows for Large Language Models Nir Ratner Yoav Levine Yonatan Belinkov Ori Ram Inbal Magar Omri Abend Ehud D. Karpas Amnon Shashua Kevin Leyton-Brown Y. Shoham RALM 67 74 0 21 Dec 2022
SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models Guangxuan Xiao Ji Lin Mickael Seznec Hao Wu Julien Demouth Song Han MQ 168 822 0 18 Nov 2022
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness Tri Dao Daniel Y. Fu Stefano Ermon Atri Rudra Christopher Ré VLM 235 2,233 0 27 May 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 336 3,667 0 02 May 2022
SGPT: GPT Sentence Embeddings for Semantic Search Niklas Muennighoff RALM 153 185 0 17 Feb 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 195 907 0 16 Dec 2021
Improving language models by retrieving from trillions of tokens Sebastian Borgeaud A. Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford ... Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen Laurent Sifre KELM RALM 244 1,086 0 08 Dec 2021
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 328 759 0 27 Aug 2021
MuSiQue: Multihop Questions via Single-hop Question Composition H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal LRM 110 278 0 02 Aug 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 284 2,500 0 20 Apr 2021
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 174 4,071 0 10 Apr 2020
Reformer: The Efficient Transformer Nikita Kitaev Lukasz Kaiser Anselm Levskaya VLM 197 2,320 0 13 Jan 2020
Generating Long Sequences with Sparse Transformers R. Child Scott Gray Alec Radford Ilya Sutskever 129 1,899 0 23 Apr 2019