SKILL: Structured Knowledge Infusion for Large Language Models

17 May 2022

Papers citing "SKILL: Structured Knowledge Infusion for Large Language Models"

22 / 22 papers shown

Title
KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering Donghan Yu Chenguang Zhu Yuwei Fang Wenhao Yu Shuohang Wang Yichong Xu Xiang Ren Yiming Yang Michael Zeng 67 90 0 08 Oct 2021
ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation Yu Sun Shuohuan Wang Shikun Feng Siyu Ding Chao Pang ... Ouyang Xuan Dianhai Yu Hao Tian Hua Wu Haifeng Wang 107 472 0 05 Jul 2021
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering Barlas Oğuz Xilun Chen Vladimir Karpukhin Stanislav Peshterliev Dmytro Okhonko Michael Schlichtkrull Sonal Gupta Yashar Mehdad Scott Yih 250 88 0 29 Dec 2020
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training Oshin Agarwal Heming Ge Siamak Shakeri Rami Al-Rfou 54 38 0 23 Oct 2020
Language Models as Knowledge Bases: On Entity Representations, Storage Capacity, and Paraphrased Queries Benjamin Heinzerling Kentaro Inui KELM 57 133 0 20 Aug 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 141 1,181 0 02 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 877 42,379 0 28 May 2020
Entities as Experts: Sparse Memory Access with Entity Supervision Thibault Févry Livio Baldini Soares Nicholas FitzGerald Eunsol Choi Tom Kwiatkowski RALM 87 153 0 15 Apr 2020
How Much Knowledge Can You Pack Into the Parameters of a Language Model? Adam Roberts Colin Raffel Noam M. Shazeer KELM 130 893 0 10 Feb 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 145 2,116 0 10 Feb 2020
A Survey on Knowledge Graphs: Representation, Acquisition and Applications Shaoxiong Ji Shirui Pan Min Zhang Pekka Marttinen Philip S. Yu 300 1,998 0 02 Feb 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 485 20,317 0 23 Oct 2019
Knowledge Enhanced Contextual Word Representations Matthew E. Peters Mark Neumann IV RobertL.Logan Roy Schwartz Vidur Joshi Sameer Singh Noah A. Smith 279 660 0 09 Sep 2019
COMET: Commonsense Transformers for Automatic Knowledge Graph Construction Antoine Bosselut Hannah Rashkin Maarten Sap Chaitanya Malaviya Asli Celikyilmaz Yejin Choi 82 912 0 12 Jun 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Adafactor: Adaptive Learning Rates with Sublinear Memory Cost Noam M. Shazeer Mitchell Stern ODL 84 1,051 0 11 Apr 2018
Constructing Datasets for Multi-hop Reading Comprehension Across Documents Johannes Welbl Pontus Stenetorp Sebastian Riedel SyDa RALM 103 513 0 17 Oct 2017
Variational Reasoning for Question Answering with Knowledge Graph Yuyu Zhang H. Dai Zornitsa Kozareva Alex Smola Le Song 92 480 0 12 Sep 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 786 132,363 0 12 Jun 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 228 2,686 0 09 May 2017
ConceptNet 5.5: An Open Multilingual Graph of General Knowledge R. Speer Joshua Chin Catherine Havasi 216 2,906 0 12 Dec 2016
Key-Value Memory Networks for Directly Reading Documents Alexander H. Miller Adam Fisch Jesse Dodge Amir-Hossein Karimi Antoine Bordes Jason Weston RALM KELM OffRL 107 970 0 09 Jun 2016