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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 5...7 Hits 1 – 20 of 130 1 WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation ... Liu, Alisa; Swayamdipta, Swabha; Smith, Noah A.. - : arXiv, 2022 BASE Show details 2 Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language Detection ... Sap, Maarten; Swayamdipta, Swabha; Vianna, Laura. - : arXiv, 2021 BASE Show details 3 Probing Across Time: What Does RoBERTa Know and When? ... Liu, Leo Z.; Wang, Yizhong; Kasai, Jungo. - : arXiv, 2021 BASE Show details 4 Specializing Multilingual Language Models: An Empirical Study ... Chau, Ethan C.; Smith, Noah A.. - : arXiv, 2021 BASE Show details 5 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 6 Measuring Association Between Labels and Free-Text Rationales ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Marasovic, Ana; Smith, Noah A.. - : Underline Science Inc., 2021 BASE Show details 7 Promoting Graph Awareness in Linearized Graph-to-Text Generation ... 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; Hoyle, Alexander; Marasovic, Ana. - : Underline Science Inc., 2021 BASE Show details 8 Challenges in Automated Debiasing for Toxic Language Detection ... Zhou, Xuhui; Sap, Maarten; Swayamdipta, Swabha. - : arXiv, 2021 BASE Show details 9 NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead Heuristics ... Lu, Ximing; Welleck, Sean; West, Peter. - : arXiv, 2021 BASE Show details 10 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 11 Competency Problems: On Finding and Removing Artifacts in Language Data ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Dodge, Jesse; Gardner, Matt; Merrill, William; Peters, Matthew; Ross, Alexis; Singh, Sameer; Smith, Noah A.. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.135/ Abstract: Much recent work in NLP has documented dataset artifacts, bias, and spurious correlations between input features and output labels. However, how to tell which features have "spurious" instead of legitimate correlations is typically left unspecified. In this work we argue that for complex language understanding tasks, all simple feature correlations are spurious, and we formalize this notion into a class of problems which we call competency problems. For example, the word "amazing" on its own should not give information about a sentiment label independent of the context in which it appears, which could include negation, metaphor, sarcasm, etc. We theoretically analyze the difficulty of creating data for competency problems when human bias is taken into account, showing that realistic datasets will increasingly deviate from competency problems as dataset size increases. This analysis gives us a simple statistical test for dataset ... Keyword: Language Models; Natural Language Processing; Semantic Evaluation; Sociolinguistics URL: https://underline.io/lecture/37929-competency-problems-on-finding-and-removing-artifacts-in-language-data https://dx.doi.org/10.48448/xnpn-5692 BASE Hide details 12 Extracting and Inferring Personal Attributes from Dialogue Wang, Zhilin. - 2021 BASE Show details 13 Positive AI with Social Commonsense Models Sap, Maarten. - 2021 BASE Show details 14 Semantic Comparisons for Natural Language Processing Applications Lin, Lucy. - 2021 BASE Show details 15 Challenges in Automated Debiasing for Toxic Language Detection ZHOU, XUHUI. - 2021 BASE Show details 16 Parsing with Multilingual BERT, a Small Corpus, and a Small Treebank ... Chau, Ethan C.; Lin, Lucy H.; Smith, Noah A.. - : arXiv, 2020 BASE Show details 17 The Multilingual Amazon Reviews Corpus ... Keung, Phillip; Lu, Yichao; Szarvas, György. - : arXiv, 2020 BASE Show details 18 Unsupervised Bitext Mining and Translation via Self-trained Contextual Embeddings ... Keung, Phillip; Salazar, Julian; Lu, Yichao. - : arXiv, 2020 BASE Show details 19 Evaluating Models' Local Decision Boundaries via Contrast Sets ... Gardner, Matt; Artzi, Yoav; Basmova, Victoria. - : arXiv, 2020 BASE Show details 20 Grounded Compositional Outputs for Adaptive Language Modeling ... Pappas, Nikolaos; Mulcaire, Phoebe; Smith, Noah A.. - : arXiv, 2020 BASE Show details Page: 1 2 3 4 5...7

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