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Analogies Explained: Towards Understanding Word Embeddings

28 January 2019

Papers citing "Analogies Explained: Towards Understanding Word Embeddings"

40 / 40 papers shown

Title
On the Emergence of Linear Analogies in Word Embeddings Daniel J. Korchinski Dhruva Karkada Yasaman Bahri Matthieu Wyart 54 0 0 24 May 2025
On the Geometry of Semantics in Next-token Prediction Yize Zhao Christos Thrampoulidis 62 0 0 13 May 2025
Implicit Geometry of Next-token Prediction: From Language Sparsity Patterns to Model Representations Yize Zhao Tina Behnia V. Vakilian Christos Thrampoulidis 195 10 0 20 Feb 2025
All or None: Identifiable Linear Properties of Next-token Predictors in Language Modeling Emanuele Marconato Sébastien Lachapelle Sebastian Weichwald Luigi Gresele 145 4 0 30 Oct 2024
Cross-Entropy Is All You Need To Invert the Data Generating Process Patrik Reizinger Alice Bizeul Attila Juhos Julia E. Vogt Randall Balestriero Wieland Brendel David Klindt SSL OOD BDL DRL 257 6 0 29 Oct 2024
Any four real numbers are on all fours with analogy Yves Lepage Miguel Couceiro 59 0 0 26 Jul 2024
Predicting drug-gene relations via analogy tasks with word embeddings Hiroaki Yamagiwa Ryoma Hashimoto Kiwamu Arakane Ken Murakami Shou Soeda Momose Oyama Yihua Zhu Mariko Okada Hidetoshi Shimodaira 205 0 0 03 Jun 2024
The Geometry of Categorical and Hierarchical Concepts in Large Language Models Kiho Park Yo Joong Choe Yibo Jiang Victor Veitch 133 41 0 03 Jun 2024
"Hunt Takes Hare": Theming Games Through Game-Word Vector Translation Younès Rabii Michael Cook 25 0 0 16 May 2024
Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference Benjamin Eysenbach Vivek Myers Ruslan Salakhutdinov Sergey Levine AI4TS 146 12 0 06 Mar 2024
A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods Hanlei Jin Yang Zhang Dan Meng Jun Wang Jinghua Tan 249 96 0 05 Mar 2024
Uncovering Meanings of Embeddings via Partial Orthogonality Yibo Jiang Bryon Aragam Victor Veitch 89 15 0 26 Oct 2023
Contrastive Loss is All You Need to Recover Analogies as Parallel Lines Narutatsu Ri Fei-Tzin Lee Nakul Verma 51 3 0 14 Jun 2023
Simulating News Recommendation Ecosystem for Fun and Profit Guangping Zhang Dongsheng Li Hansu Gu Tun Lu Li Shang Ning Gu 42 0 0 23 May 2023
Pretrained Embeddings for E-commerce Machine Learning: When it Fails and Why? Da Xu Bo Yang 76 3 0 09 Apr 2023
Norm of Word Embedding Encodes Information Gain Momose Oyama Sho Yokoi Hidetoshi Shimodaira 76 12 0 19 Dec 2022
VASR: Visual Analogies of Situation Recognition Yonatan Bitton Ron Yosef Eli Strugo Dafna Shahaf Roy Schwartz Gabriel Stanovsky 103 21 0 08 Dec 2022
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 65 88 0 13 Oct 2022
Word-Embeddings Distinguish Denominal and Root-Derived Verbs in Semitic Ido Benbaji Omri Doron Adèle Hénot-Mortier 40 1 0 11 Aug 2022
Style-Content Disentanglement in Language-Image Pretraining Representations for Zero-Shot Sketch-to-Image Synthesis Jan Zuiderveld DRL 69 1 0 03 Jun 2022
Systematicity, Compositionality and Transitivity of Deep NLP Models: a Metamorphic Testing Perspective Edoardo Manino Julia Rozanova Danilo S. Carvalho André Freitas Lucas C. Cordeiro 79 9 0 26 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 141 5 0 18 Apr 2022
Revisiting Additive Compositionality: AND, OR and NOT Operations with Word Embeddings Masahiro Naito Sho Yokoi Geewook Kim Hidetoshi Shimodaira CoGe 81 4 0 18 May 2021
The Rediscovery Hypothesis: Language Models Need to Meet Linguistics Vassilina Nikoulina Maxat Tezekbayev Nuradil Kozhakhmet Madina Babazhanova Matthias Gallé Z. Assylbekov 69 8 0 02 Mar 2021
Theoretical Understandings of Product Embedding for E-commerce Machine Learning Da Xu Chuanwei Ruan Evren Körpeoglu Sushant Kumar Kannan Achan 74 12 0 24 Feb 2021
Paraphrases do not explain word analogies Louis Fournier Ewan Dunbar OOD 39 4 0 23 Feb 2021
Towards a Flexible Embedding Learning Framework Chin-Chia Michael Yeh Dhruv Gelda Zhongfang Zhuang Yan Zheng Liang Gou Wei Zhang 75 9 0 23 Sep 2020
InfiniteWalk: Deep Network Embeddings as Laplacian Embeddings with a Nonlinearity Sudhanshu Chanpuriya Cameron Musco 92 28 0 29 May 2020
Squashed Shifted PMI Matrix: Bridging Word Embeddings and Hyperbolic Spaces Z. Assylbekov Alibi Jangeldin 33 0 0 27 Feb 2020
Language-Independent Tokenisation Rivals Language-Specific Tokenisation for Word Similarity Prediction Danushka Bollegala Ryuichi Kiryo K. Tsujino Haruki Yukawa 26 7 0 25 Feb 2020
Guiding Corpus-based Set Expansion by Auxiliary Sets Generation and Co-Expansion Jiaxin Huang Yiqing Xie Yu Meng Jiaming Shen Yunyi Zhang Jiawei Han 108 28 0 27 Jan 2020
Embedding Comparator: Visualizing Differences in Global Structure and Local Neighborhoods via Small Multiples Angie Boggust Brandon Carter Arvind Satyanarayan 102 65 0 10 Dec 2019
Inducing Relational Knowledge from BERT Zied Bouraoui Jose Camacho-Collados Steven Schockaert 102 167 0 28 Nov 2019
Product Knowledge Graph Embedding for E-commerce Da Xu Chuanwei Ruan Evren Körpeoglu Sushant Kumar Kannan Achan 71 106 0 28 Nov 2019
Word Embedding Visualization Via Dictionary Learning Juexiao Zhang Yubei Chen Brian Cheung Bruno A. Olshausen 73 17 0 09 Oct 2019
On Dimensional Linguistic Properties of the Word Embedding Space Maosen Li Siheng Chen Ya Zhang Florian Metze 38 3 0 05 Oct 2019
Interpreting Knowledge Graph Relation Representation from Word Embeddings Carl Allen Ivana Balazevic Timothy M. Hospedales 82 9 0 25 Sep 2019
Multi-relational Poincaré Graph Embeddings Ivana Balazevic Carl Allen Timothy M. Hospedales 80 272 0 23 May 2019
Towards Understanding Linear Word Analogies Kawin Ethayarajh David Duvenaud Graeme Hirst 153 116 0 11 Oct 2018
Meta-Embedding as Auxiliary Task Regularization J. Ó. Neill Danushka Bollegala SSL 38 9 0 16 Sep 2018