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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 Page: 1 2 Hits 1 – 20 of 27 1 Probing Classifiers: Promises, Shortcomings, and Advances ... Belinkov, Yonatan. - : arXiv, 2021 BASE Show details 2 On the Pitfalls of Analyzing Individual Neurons in Language Models ... Antverg, Omer; Belinkov, Yonatan. - : arXiv, 2021 BASE Show details 3 Debiasing Methods in Natural Language Understanding Make Bias More Accessible ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Belinkov, Yonatan; Mendelson, Michael. - : Underline Science Inc., 2021 BASE Show details 4 Causal Analysis of Syntactic Agreement Mechanisms in Neural Language Models ... 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; Belinkov, Yonatan; Finlayson, Matthew. - : Underline Science Inc., 2021 BASE Show details 5 Similarity Analysis of Contextual Word Representation Models ... Wu, John M.; Belinkov, Yonatan; Sajjad, Hassan. - : arXiv, 2020 BASE Show details 6 Probing the Probing Paradigm: Does Probing Accuracy Entail Task Relevance? ... Ravichander, Abhilasha; Belinkov, Yonatan; Hovy, Eduard. - : arXiv, 2020 BASE Show details 7 The Sensitivity of Language Models and Humans to Winograd Schema Perturbations ... Abdou, Mostafa; Ravishankar, Vinit; Barrett, Maria. - : arXiv, 2020 BASE Show details 8 Analyzing Individual Neurons in Pre-trained Language Models ... Durrani, Nadir; Sajjad, Hassan; Dalvi, Fahim; Belinkov, Yonatan. - : arXiv, 2020 Abstract: While a lot of analysis has been carried to demonstrate linguistic knowledge captured by the representations learned within deep NLP models, very little attention has been paid towards individual neurons.We carry outa neuron-level analysis using core linguistic tasks of predicting morphology, syntax and semantics, on pre-trained language models, with questions like: i) do individual neurons in pre-trained models capture linguistic information? ii) which parts of the network learn more about certain linguistic phenomena? iii) how distributed or focused is the information? and iv) how do various architectures differ in learning these properties? We found small subsets of neurons to predict linguistic tasks, with lower level tasks (such as morphology) localized in fewer neurons, compared to higher level task of predicting syntax. Our study also reveals interesting cross architectural comparisons. For example, we found neurons in XLNet to be more localized and disjoint when predicting properties compared to BERT ... : Accepted in EMNLP 2020 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2010.02695 https://arxiv.org/abs/2010.02695 BASE Hide details 9 On the Linguistic Representational Power of Neural Machine Translation Models Belinkov, Yonatan; Durrani, Nadir; Dalvi, Fahim... In: Computational Linguistics, Vol 46, Iss 1, Pp 1-52 (2020) (2020) BASE Show details 10 Studying the history of the Arabic language: language technology and a large-scale historical corpus [<Journal>] Shmidman, Avi [Verfasser]; Romanov, Maxim [Verfasser]; Barrón-Cedeño, Alberto [Verfasser]. DNB Subject Category Language Show details 11 Exploring Compositional Architectures and Word Vector Representations for Prepositional Phrase Attachment Barzilay, Regina; Lei, Tao; Globerson, Amir... In: MIT Press (2019) BASE Show details 12 On the Linguistic Representational Power of Neural Machine Translation Models ... Belinkov, Yonatan; Durrani, Nadir; Dalvi, Fahim. - : arXiv, 2019 BASE Show details 13 On Adversarial Removal of Hypothesis-only Bias in Natural Language Inference ... Belinkov, Yonatan; Poliak, Adam; Shieber, Stuart M.. - : arXiv, 2019 BASE Show details 14 Improving Neural Language Models by Segmenting, Attending, and Predicting the Future ... Luo, Hongyin; Jiang, Lan; Belinkov, Yonatan. - : arXiv, 2019 BASE Show details 15 On Adversarial Removal of Hypothesis-only Bias in Natural Language Inference Belinkov, Yonatan; Poliak, Adam; Shieber, Stuart. - 2019 BASE Show details 16 On Evaluating the Generalization of LSTM Models in Formal Languages Suzgun, Mirac; Belinkov, Yonatan; Shieber, Stuart. - : Society for Computation in Linguistics, 2019 BASE Show details 17 Don't Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference Belinkov, Yonatan; Poliak, Adam; Shieber, Stuart. - : Association of Computational Linguistics, 2019 BASE Show details 18 LSTM Networks Can Perform Dynamic Counting Suzgun, Mirac; Gehrmann, Sebastian; Belinkov, Yonatan. - 2019 BASE Show details 19 On Evaluating the Generalization of LSTM Models in Formal Languages Suzgun, Mirac; Belinkov, Yonatan; Shieber, Stuart M. In: Proceedings of the Society for Computation in Linguistics (2019) BASE Show details 20 Analysis Methods in Neural Language Processing: A Survey Belinkov, Yonatan; Glass, James In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 49-72 (2019) (2019) BASE Show details Page: 1 2

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