Unified Interpretation of Smoothing Methods for Negative Sampling Loss
Functions in Knowledge Graph Embedding

Unified Interpretation of Smoothing Methods for Negative Sampling Loss Functions in Knowledge Graph Embedding

5 July 2024

Hidetaka Kamigaito

Katsuhiko Hayashi

Taro Watanabe

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Papers citing "Unified Interpretation of Smoothing Methods for Negative Sampling Loss Functions in Knowledge Graph Embedding"

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Title
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 246 957 0 27 Nov 2023
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer Xin Xie Ningyu Zhang Zhoubo Li Shumin Deng Hui Chen Feiyu Xiong Mosha Chen Huajun Chen 61 96 0 04 Feb 2022
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Hidetaka Kamigaito Katsuhiko Hayashi 54 11 0 14 Jun 2021
Pre-Training Transformers as Energy-Based Cloze Models Kevin Clark Minh-Thang Luong Quoc V. Le Christopher D. Manning 61 80 0 15 Dec 2020
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Zhanqiu Zhang Jianyu Cai Yongdong Zhang Jie Wang 92 392 0 21 Nov 2019
K-BERT: Enabling Language Representation with Knowledge Graph Weijie Liu Peng Zhou Zhe Zhao Zhiruo Wang Qi Ju Haotang Deng Ping Wang 307 793 0 17 Sep 2019
A Simple Language Model based on PMI Matrix Approximations Oren Melamud Ido Dagan Jacob Goldberger 29 11 0 17 Jul 2017
Convolutional 2D Knowledge Graph Embeddings Tim Dettmers Pasquale Minervini Pontus Stenetorp Sebastian Riedel GNN 3DV 191 2,629 0 05 Jul 2017
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 886 27,412 0 02 Dec 2015
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Bishan Yang Wen-tau Yih Xiaodong He Jianfeng Gao Li Deng NAI 95 3,203 0 20 Dec 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 402 33,560 0 16 Oct 2013