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Large Search Model: Redefining Search Stack in the Era of LLMs

23 October 2023

Liang Wang

Papers citing "Large Search Model: Redefining Search Stack in the Era of LLMs"

25 / 25 papers shown

Title
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents Weiwei Sun Lingyong Yan Xinyu Ma Shuaiqiang Wang Pengjie Ren Zhumin Chen Dawei Yin Zhaochun Ren RALM ALM ELM LRM LM&MA 198 312 0 31 Dec 2024
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers Shijie Chen Bernal Jiménez Gutiérrez Yu Su 97 5 0 03 Oct 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 176 59 0 23 Apr 2024
How Does Generative Retrieval Scale to Millions of Passages? Ronak Pradeep Kai Hui Jai Gupta Á. Lelkes Honglei Zhuang Jimmy J. Lin Donald Metzler Vinh Q. Tran RALM 79 68 0 19 May 2023
Inference with Reference: Lossless Acceleration of Large Language Models Nan Yang Tao Ge Liang Wang Binxing Jiao Daxin Jiang Linjun Yang Rangan Majumder Furu Wei 51 63 0 10 Apr 2023
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi Sewon Min Michihiro Yasunaga Minjoon Seo Rich James M. Lewis Luke Zettlemoyer Wen-tau Yih RALM VLM KELM 155 642 0 30 Jan 2023
Text Embeddings by Weakly-Supervised Contrastive Pre-training Liang Wang Nan Yang Xiaolong Huang Binxing Jiao Linjun Yang Daxin Jiang Rangan Majumder Furu Wei VLM 246 622 0 07 Dec 2022
Fast Inference from Transformers via Speculative Decoding Yaniv Leviathan Matan Kalman Yossi Matias LRM 149 733 0 30 Nov 2022
Training Language Models with Memory Augmentation Zexuan Zhong Tao Lei Danqi Chen RALM 296 132 0 25 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 418 3,607 0 29 Apr 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 413 6,916 0 13 Apr 2022
Transformer Memory as a Differentiable Search Index Yi Tay Vinh Q. Tran Mostafa Dehghani Jianmo Ni Dara Bahri ... Zhe Zhao Jai Gupta Tal Schuster William W. Cohen Donald Metzler 97 286 0 14 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 845 9,683 0 28 Jan 2022
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 254 1,100 0 08 Dec 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 425 1,055 0 17 Apr 2021
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List Luyu Gao Zhuyun Dai Jamie Callan 63 219 0 15 Apr 2021
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 144 1,182 0 02 Jul 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 141 1,234 0 01 Jul 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 611 4,921 0 23 Jan 2020
Fast Transformer Decoding: One Write-Head is All You Need Noam M. Shazeer 161 476 0 06 Nov 2019
Generalization through Memorization: Nearest Neighbor Language Models Urvashi Khandelwal Omer Levy Dan Jurafsky Luke Zettlemoyer M. Lewis RALM 174 842 0 01 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 488 20,342 0 23 Oct 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,316 0 27 Aug 2019
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 156 2,745 0 28 Nov 2016
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 263 8,862 0 01 Oct 2015