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GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models

11 October 2023

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Papers citing "GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models"

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Title
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering Zhongwu Chen Chengjin Xu Dingmin Wang Zhen Huang Yong Dou Xuhui Jiang Jian Guo RALM 439 3 0 15 Oct 2024
A Comprehensive Evaluation of Large Language Models on Temporal Event Forecasting He Chang Chenchen Ye Zhulin Tao Jie Wu Zhengmao Yang Yunshan Ma Xianglin Huang Tat-Seng Chua AI4TS 76 2 0 16 Jul 2024
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 400 12,076 0 18 Jul 2023
LIMA: Less Is More for Alignment Chunting Zhou Pengfei Liu Puxin Xu Srini Iyer Jiao Sun ... Susan Zhang Gargi Ghosh M. Lewis Luke Zettlemoyer Omer Levy ALM 110 852 0 18 May 2023
Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning Dong-Ho Lee Kian Ahrabian Woojeong Jin Fred Morstatter Jay Pujara 75 43 0 17 May 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 13,472 0 27 Feb 2023
Augmented Language Models: a Survey Grégoire Mialon Roberto Dessì Maria Lomeli Christoforos Nalmpantis Ramakanth Pasunuru ... Jane Dwivedi-Yu Asli Celikyilmaz Edouard Grave Yann LeCun Thomas Scialom LRM KELM 88 391 0 15 Feb 2023
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information Zifeng Ding Jingpei Wu Bailan He Yunpu Ma Zhen Han Volker Tresp 62 15 0 15 Nov 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 288 2,518 0 15 Jun 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 532 4,077 0 24 May 2022
DialoKG: Knowledge-Structure Aware Task-Oriented Dialogue Generation Md. Rony Ricardo Usbeck Jens Lehmann 49 37 0 19 Apr 2022
GPT-NeoX-20B: An Open-Source Autoregressive Language Model Sid Black Stella Biderman Eric Hallahan Quentin G. Anthony Leo Gao ... Shivanshu Purohit Laria Reynolds J. Tow Benqi Wang Samuel Weinbach 180 836 0 14 Apr 2022
Training Compute-Optimal Large Language Models Jordan Hoffmann Sebastian Borgeaud A. Mensch Elena Buchatskaya Trevor Cai ... Karen Simonyan Erich Elsen Jack W. Rae Oriol Vinyals Laurent Sifre AI4TS 208 1,987 0 29 Mar 2022
TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs Yushan Liu Yunpu Ma Marcel Hildebrandt Mitchell Joblin Volker Tresp 82 135 0 15 Dec 2021
TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting Haohai Sun Jialu Zhong Yunpu Ma Zhen Han Kun He AI4TS 112 159 0 09 Sep 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 493 10,526 0 17 Jun 2021
Temporal Knowledge Graph Reasoning Based on Evolutional Representation Learning Zixuan Li Xiaolong Jin Wei Li Saiping Guan Jiafeng Guo Huawei Shen Yuanzhuo Wang Xueqi Cheng 66 269 0 21 Apr 2021
Temporal Knowledge Graph Forecasting with Neural ODE Zhen Han Zifeng Ding Yunpu Ma Yujia Gu Volker Tresp AI4TS AI4CE 62 118 0 13 Jan 2021
DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph Completion Zhen Han Yunpu Ma Peng Chen Volker Tresp 74 78 0 08 Nov 2020
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
Diachronic Embedding for Temporal Knowledge Graph Completion Rishab Goel Seyed Mehran Kazemi Marcus A. Brubaker Pascal Poupart 82 354 0 06 Jul 2019
Embedding Models for Episodic Knowledge Graphs Yunpu Ma Volker Tresp Erik A. Daxberger KELM 79 119 0 30 Jun 2018
Learning with Memory Embeddings Volker Tresp Cristóbal Esteban Yinchong Yang S. Baier Denis Krompass 64 31 0 25 Nov 2015
A Review of Relational Machine Learning for Knowledge Graphs Maximilian Nickel Kevin Patrick Murphy Volker Tresp E. Gabrilovich 189 1,580 0 02 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014