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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 3 4 Hits 1 – 20 of 69 1 Analyzing Gender Representation in Multilingual Models ... Gonen, Hila; Ravfogel, Shauli; Goldberg, Yoav. - : arXiv, 2022 BASE Show details 2 Universal Dependencies 2.9 Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2021 BASE Show details 3 Universal Dependencies 2.8.1 Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2021 BASE Show details 4 Universal Dependencies 2.8 Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2021 BASE Show details 5 BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models ... Zaken, Elad Ben; Ravfogel, Shauli; Goldberg, Yoav. - : arXiv, 2021 BASE Show details 6 Including Signed Languages in Natural Language Processing ... Yin, Kayo; Moryossef, Amit; Hochgesang, Julie. - : arXiv, 2021 BASE Show details 7 Including Signed Languages in Natural Language Processing ... 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; Alikhani, Malihe; Goldberg, Yoav. - : Underline Science Inc., 2021 BASE Show details 8 Contrastive Explanations for Model Interpretability ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Choi, Yejin; Elazar, Yanai. - : Underline Science Inc., 2021 BASE Show details 9 Provable Limitations of Acquiring Meaning from Ungrounded Form: What will Future Language Models Understand? ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Goldberg, Yoav; Merrill, William. - : Underline Science Inc., 2021 BASE Show details 10 Measuring and Improving Consistency in Pretrained Language Models ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Elazar, Yanai; Goldberg, Yoav. - : Underline Science Inc., 2021 BASE Show details 11 Aligning Faithful Interpretations with their Social Attribution ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Goldberg, Yoav; Jacovi, Alon. - : Underline Science Inc., 2021 BASE Show details 12 Amnesic Probing: Behavioral Explanation With Amnesic Counterfactuals ... 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; Elazar, Yanai; Goldberg, Yoav; Jacovi, Alon; Ravfogel, Shauli. - : Underline Science Inc., 2021 Abstract: Read paper: https://doi.org/10.1162/tacla00359 Abstract: A growing body of work makes use of probing in order to investigate the working of neural models, often considered black boxes. Recently, an ongoing debate emerged surrounding the limitations of the probing paradigm. In this work, we point out the inability to infer behavioral conclusions from probing results, and offer an alternative method that focuses on how the information is being used, rather than on what information is encoded. Our method, Amnesic Probing, follows the intuition that the utility of a property for a given task can be assessed by measuring the influence of a causal intervention that removes it from the representation. Equipped with this new analysis tool, we can ask questions that were not possible before, for example, is part-of-speech information important for word prediction? We perform a series of analyses on BERT to answer these types of questions. Our findings demonstrate that conventional probing performance is not ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics URL: https://dx.doi.org/10.48448/ac82-sa45 https://underline.io/lecture/25845-amnesic-probing-behavioral-explanation-with-amnesic-counterfactuals BASE Hide details 13 Data Augmentation for Sign Language Gloss Translation ... Moryossef, Amit; Yin, Kayo; Neubig, Graham. - : arXiv, 2021 BASE Show details 14 Effects of Parameter Norm Growth During Transformer Training: Inductive Bias from Gradient Descent ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Goldberg, Yoav; Merrill, William. - : Underline Science Inc., 2021 BASE Show details 15 Asking It All: Generating Contextualized Questions for any Semantic Role ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Dagan, Ido; Goldberg, Yoav. - : Underline Science Inc., 2021 BASE Show details 16 Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction ... Ravfogel, Shauli; Prasad, Grusha; Linzen, Tal. - : arXiv, 2021 BASE Show details 17 Neural Extractive Search ... 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; Goldberg, Yoav; Ravfogel, Shauli. - : Underline Science Inc., 2021 BASE Show details 18 Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Goldberg, Yoav; Linzen, Tal. - : Underline Science Inc., 2021 BASE Show details 19 Ab Antiquo: Neural Proto-language Reconstruction ... NAACL 2021 2021; Goldberg, Yoav; Meloni, Carlo. - : Underline Science Inc., 2021 BASE Show details 20 Simple, Interpretable and Stable Method for Detecting Words with Usage Change across Corpora Gonen, Hila; Jawahar, Ganesh; Seddah, Djamé... In: ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics ; https://hal.inria.fr/hal-03161637 ; ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Jul 2020, Seattle / Virtual, United States. pp.538-555, ⟨10.18653/v1/2020.acl-main.51⟩ (2020) BASE Show details Page: 1 2 3 4

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