$k$NN Prompting: Beyond-Context Learning with Calibration-Free Nearest
Neighbor Inference

$k$ NN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference

24 March 2023

Benfeng Xu

Papers citing "$k$NN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference"

15 / 15 papers shown

Title
Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture Sachin Kumar Rishi Gottimukkala Supriya Devidutta K. Spindler RALM KELM 3DV 47 0 0 07 Feb 2025
Token-based Decision Criteria Are Suboptimal in In-context Learning Hakaze Cho Yoshihiro Sakai Mariko Kato Kenshiro Tanaka Akira Ishii Naoya Inoue 46 2 0 24 Jun 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 73 26 0 25 Jan 2024
Leveraging Biases in Large Language Models: "bias-kNN'' for Effective Few-Shot Learning Yong Zhang Hanzhang Li Zhitao Li Ning Cheng Ming Li Jing Xiao Jianzong Wang 21 3 0 18 Jan 2024
Tree Prompting: Efficient Task Adaptation without Fine-Tuning John X. Morris Chandan Singh Alexander M. Rush Jianfeng Gao Yuntian Deng VLM LRM 19 17 0 21 Oct 2023
RecallM: An Adaptable Memory Mechanism with Temporal Understanding for Large Language Models Brandon Kynoch Hugo Latapie Dwane van der Sluis CLL LLMAG KELM 23 2 0 06 Jul 2023
ExpertPrompting: Instructing Large Language Models to be Distinguished Experts Benfeng Xu An Yang Junyang Lin Quang Wang Chang Zhou Yongdong Zhang Zhendong Mao ALM 36 131 0 24 May 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 310 4,077 0 24 May 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 355 8,457 0 28 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 213 1,656 0 15 Oct 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 234 156 0 15 Oct 2021
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Fangyu Liu Yunlong Jiao Jordan Massiah Emine Yilmaz Serhii Havrylov SSL 89 29 0 27 Sep 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,120 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,312 0 17 Jan 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,587 0 21 Jan 2020