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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 11 of 11 1 Characterizing Idioms: Conventionality and Contingency ... Socolof, Michaela; Cheung, Jackie Chi Kit; Wagner, Michael. - : arXiv, 2021 BASE Show details 2 Optimizing Deeper Transformers on Small Datasets ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Cao, Yanshuai; Cheung, Jackie Chi Kit. - : Underline Science Inc., 2021 BASE Show details 3 Textual Time Travel: A Temporally Informed Approach to Theory of Mind ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Arodi, Akshatha; Cheung, Jackie Chi Kit. - : Underline Science Inc., 2021 BASE Show details 4 Modeling Event Plausibility with Consistent Conceptual Abstraction ... Porada, Ian; Suleman, Kaheer; Trischler, Adam. - : arXiv, 2021 BASE Show details 5 ADEPT: An Adjective-Dependent Plausibility Task ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Cheung, Jackie Chi Kit; Emami, Ali. - : Underline Science Inc., 2021 BASE Show details 6 An Analysis of Dataset Overlap on Winograd-Style Tasks ... The 28th International Conference on Computational Linguistics 2020; Cheung, Jackie Chi Kit; Emami, Ali. - : Underline Science Inc., 2020 BASE Show details 7 On the Systematicity of Probing Contextualized Word Representations: The Case of Hypernymy in BERT ... The 28th International Conference on Computational Linguistics 2020; Cheung, Jackie Chi Kit; Hovy, Eduard; Ravichander, Abhilasha; Suleman, Kaheer; Trischler, Adam. - : Underline Science Inc., 2020 Abstract: Contextualized word representations have become a driving force in NLP, motivating widespread interest in understanding their capabilities and the mechanisms by which they operate. Particularly intriguing is their ability to identify and encode conceptual abstractions. Past work has probed BERT representations (Devlin et al., 2019) for this competence, finding that BERT can correctly retrieve noun hypernyms in cloze tasks. In this work, we ask the question: do probing studies shed light on systematic knowledge in BERT representations? As a case study, we examine hypernymy knowledge encoded in BERT representations. In particular, we demonstrate through a simple consistency probe that the ability to correctly retrieve hypernyms in cloze tasks, as used in prior work, does not correspond to systematic knowledge in BERT. Our main conclusion is cautionary: even if BERT demonstrates high probing accuracy for a particular competence, it does not necessarily follow that BERT‘understands’ a concept, and it cannot be ... Keyword: Computer and Information Science; Information and Knowledge Engineering; Intelligent System; Natural Language Processing; Neural Network URL: https://dx.doi.org/10.48448/sa1q-9g43 https://underline.io/lecture/6663-on-the-systematicity-of-probing-contextualized-word-representations-the-case-of-hypernymy-in-bert BASE Hide details 8 Learning Efficient Task-Specific Meta-Embeddings with Word Prisms ... He, Jingyi; Tsiolis, KC; Kenyon-Dean, Kian. - : arXiv, 2020 BASE Show details 9 Resolving Event Coreference with Supervised Representation Learning and Clustering-Oriented Regularization ... Kenyon-Dean, Kian; Cheung, Jackie Chi Kit; Precup, Doina. - : arXiv, 2018 BASE Show details 10 Leveraging Lexical Resources for Learning Entity Embeddings in Multi-Relational Data ... Long, Teng; Lowe, Ryan; Cheung, Jackie Chi Kit. - : arXiv, 2016 BASE Show details 11 Distributional Semantics for Robust Automatic Summarization Cheung, Jackie Chi Kit. - 2015 BASE Show details

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