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Natural Language based Context Modeling and Reasoning for Ubiquitous Computing with Large Language Models: A Tutorial

24 September 2023

Haoyi Xiong

Jiang Bian

Papers citing "Natural Language based Context Modeling and Reasoning for Ubiquitous Computing with Large Language Models: A Tutorial"

41 / 41 papers shown

Title
LLM-assisted Knowledge Graph Engineering: Experiments with ChatGPT Lars-Peter Meyer Claus Stadler Johannes Frey Norman Radtke K. Junghanns R. Meissner Gordian Dziwis Kirill Bulert Michael Martin AI4MH 47 59 0 13 Jul 2023
Tell Me Where to Go: A Composable Framework for Context-Aware Embodied Robot Navigation Harel Biggie Ajay Narasimha Mopidevi Dusty Woods Christoffer Heckman LM&Ro 62 11 0 15 Jun 2023
To Repeat or Not To Repeat: Insights from Scaling LLM under Token-Crisis Fuzhao Xue Yao Fu Wangchunshu Zhou Zangwei Zheng Yang You 141 85 0 22 May 2023
MemoryBank: Enhancing Large Language Models with Long-Term Memory Wanjun Zhong Lianghong Guo Qi-Fei Gao He Ye Yanlin Wang LLMAG RALM KELM 99 138 0 17 May 2023
Autonomous GIS: the next-generation AI-powered GIS Zhenlong Li H. Ning SyDa LLMAG 75 85 0 10 May 2023
SCM: Enhancing Large Language Model with Self-Controlled Memory Framework Bin Wang Xinnian Liang Jian Yang Huijia Huang Shuangzhi Wu Peihao Wu Lu Lu Zejun Ma Zhoujun Li LLMAG KELM RALM 139 30 0 26 Apr 2023
DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction Mohammadreza Pourreza Davood Rafiei ReLM LRM 80 354 0 21 Apr 2023
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face Yongliang Shen Kaitao Song Xu Tan Dongsheng Li Weiming Lu Yueting Zhuang MLLM 128 911 0 30 Mar 2023
Choice Over Control: How Users Write with Large Language Models using Diegetic and Non-Diegetic Prompting Hai Dang Sven Goller Florian Lehmann Daniel Buschek AI4CE 142 77 0 06 Mar 2023
Chain of Hindsight Aligns Language Models with Feedback Hao Liu Carmelo Sferrazza Pieter Abbeel ALM 127 124 0 06 Feb 2023
LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models Chan Hee Song Jiaman Wu Clay Washington Brian M Sadler Wei-Lun Chao Yu-Chuan Su LLMAG LM&Ro 150 422 0 08 Dec 2022
In-context Reinforcement Learning with Algorithm Distillation Michael Laskin Luyu Wang Junhyuk Oh Emilio Parisotto Stephen Spencer ... Ethan A. Brooks Maxime Gazeau Himanshu Sahni Satinder Singh Volodymyr Mnih OffRL 71 133 0 25 Oct 2022
Visual Language Maps for Robot Navigation Chen Huang Oier Mees Andy Zeng Wolfram Burgard LM&Ro 252 369 0 11 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 450 2,982 0 06 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 362 1,094 0 05 Oct 2022
ProgPrompt: Generating Situated Robot Task Plans using Large Language Models Ishika Singh Valts Blukis Arsalan Mousavian Ankit Goyal Danfei Xu Jonathan Tremblay Dieter Fox Jesse Thomason Animesh Garg LM&Ro LLMAG 177 657 0 22 Sep 2022
A Generalist Agent Scott E. Reed Konrad Zolna Emilio Parisotto Sergio Gomez Colmenarejo Alexander Novikov ... Yutian Chen R. Hadsell Oriol Vinyals Mahyar Bordbar Nando de Freitas LM&Ro LLMAG AI4CE 211 826 0 12 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 3,610 0 29 Apr 2022
A Survey of Vision-Language Pre-Trained Models Yifan Du Zikang Liu Junyi Li Wayne Xin Zhao VLM 135 187 0 18 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 856 9,714 0 28 Jan 2022
True Few-Shot Learning with Prompts -- A Real-World Perspective Timo Schick Hinrich Schütze VLM 96 64 0 26 Nov 2021
PopBlends: Strategies for Conceptual Blending with Large Language Models Sitong Wang S. Petridis Taeahn Kwon Xiaojuan Ma Lydia B. Chilton DiffM HAI 106 53 0 09 Nov 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 239 4,004 0 28 Jul 2021
Multimodal Few-Shot Learning with Frozen Language Models Maria Tsimpoukelli Jacob Menick Serkan Cabi S. M. Ali Eslami Oriol Vinyals Felix Hill MLLM 188 789 0 25 Jun 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 605 4,099 0 18 Apr 2021
Factual Probing Is [MASK]: Learning vs. Learning to Recall Zexuan Zhong Dan Friedman Danqi Chen 56 412 0 12 Apr 2021
Interpretable Deep Learning: Interpretation, Interpretability, Trustworthiness, and Beyond Xuhong Li Haoyi Xiong Xingjian Li Xuanyu Wu Xiao Zhang Ji Liu Jiang Bian Dejing Dou AAML FaML XAI HAI 67 340 0 19 Mar 2021
GPT Understands, Too Xiao Liu Yanan Zheng Zhengxiao Du Ming Ding Yujie Qian Zhilin Yang Jie Tang VLM 168 1,183 0 18 Mar 2021
GLM: General Language Model Pretraining with Autoregressive Blank Infilling Zhengxiao Du Yujie Qian Xiao Liu Ming Ding J. Qiu Zhilin Yang Jie Tang BDL AI4CE 151 1,556 0 18 Mar 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir Fahad Shahbaz Khan M. Shah ViT 336 2,537 0 04 Jan 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 252 4,305 0 01 Jan 2021
Multilingual BERT Post-Pretraining Alignment Lin Pan Chung-Wei Hang Haode Qi Abhishek Shah Saloni Potdar Mo Yu 163 44 0 23 Oct 2020
Language Models as Fact Checkers? Nayeon Lee Belinda Z. Li Sinong Wang Wen-tau Yih Hao Ma Madian Khabsa KELM HILM LRM 74 75 0 07 Jun 2020
How Can We Know What Language Models Know? Zhengbao Jiang Frank F. Xu Jun Araki Graham Neubig KELM 149 1,412 0 28 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 506 20,376 0 23 Oct 2019
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 491 1,770 0 18 Sep 2019
ERNIE: Enhanced Representation through Knowledge Integration Yu Sun Shuohuan Wang Yukun Li Shikun Feng Xuyi Chen Han Zhang Xin Tian Danxiang Zhu Hao Tian Hua Wu 121 906 0 19 Apr 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context Zihang Dai Zhilin Yang Yiming Yang J. Carbonell Quoc V. Le Ruslan Salakhutdinov VLM 263 3,747 0 09 Jan 2019
Autonomous Agents Modelling Other Agents: A Comprehensive Survey and Open Problems Stefano V. Albrecht Peter Stone 141 474 0 23 Sep 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 583 19,315 0 20 Jul 2017
Deep reinforcement learning from human preferences Paul Christiano Jan Leike Tom B. Brown Miljan Martic Shane Legg Dario Amodei 218 3,377 0 12 Jun 2017