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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 – 16 of 16 1 On Homophony and Rényi Entropy ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Cotterell, Ryan; Meister, Clara. - : Underline Science Inc., 2021 BASE Show details 2 An Information-Theoretic Characterization of Morphological Fusion ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Futrell, Richard; Hahn, Michael. - : Underline Science Inc., 2021 BASE Show details 3 A Simple Geometric Method for Cross-Lingual Linguistic Transformations with Pre-trained Autoencoders ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; De Raedt, Maarten. - : Underline Science Inc., 2021 BASE Show details 4 Exploring Pre-Trained Transformers and Bilingual Transfer Learning for Arabic Coreference Resolution ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Min, Bonan. - : Underline Science Inc., 2021 BASE Show details 5 Evaluating the Morphosyntactic Well-formedness of Generated Texts ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Anastasopoulos, Antonios; Chaudhary, Aditi. - : Underline Science Inc., 2021 BASE Show details 6 Visually Grounded Reasoning across Languages and Cultures ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bugliarello, Emanuele; Collier, Nigel. - : Underline Science Inc., 2021 BASE Show details 7 I Wish I Would Have Loved This One, But I Didn't -- A Multilingual Dataset for Counterfactual Detection in Product Review ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; O' Neill, James. - : Underline Science Inc., 2021 BASE Show details 8 MultiEURLEX - A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Androutsopoulos, Ion; Chalkidis, Ilias; Fergadiotis, Manos. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.559/ Abstract: We introduce MULTI-EURLEX, a new multilingual dataset for topic classification of legal documents. The dataset comprises 65k European Union (EU) laws, officially translated in 23 languages, annotated with multiple labels from the EUROVOC taxonomy. We highlight the effect of temporal concept drift and the importance of chronological, instead of random splits. We use the dataset as a testbed for zero-shot cross-lingual transfer, where we exploit annotated training documents in one language (source) to classify documents in another language (target). We find that fine-tuning a multilingually pre-trained model (XLM-ROBERTA, MT5) in a single source language leads to catastrophic forgetting of multilingual knowledge and, consequently, poor zero-shot transfer to other languages. Adaptation strategies, namely partial fine-tuning, adapters, BITFIT, LNFIT, originally proposed to accelerate fine-tuning for new end-tasks, help retain ... Keyword: Data Management System; Machine Learning; Machine translation; Natural Language Processing URL: https://dx.doi.org/10.48448/r0sk-2844 https://underline.io/lecture/37536-multieurlex---a-multi-lingual-and-multi-label-legal-document-classification-dataset-for-zero-shot-cross-lingual-transfer BASE Hide details 9 IR like a SIR: Sense-enhanced Information Retrieval for Multiple Languages ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Banerjee, Somnath; Blloshmi, Rexhina. - : Underline Science Inc., 2021 BASE Show details 10 Chinese Opinion Role Labeling with Corpus Translation: A Pivot Study ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Zhen, Ranran. - : Underline Science Inc., 2021 BASE Show details 11 Mitigating Language-Dependent Ethnic Bias in BERT ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Ahn, Jaimeen; Oh, Alice. - : Underline Science Inc., 2021 BASE Show details 12 Genre as Weak Supervision for Cross-lingual Dependency Parsing ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Müller-Eberstein, Max; Plank, Barbara. - : Underline Science Inc., 2021 BASE Show details 13 Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Jacopo; Keraron, Rachel. - : Underline Science Inc., 2021 BASE Show details 14 Visually Grounded Reasoning across Languages and Cultures ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Nigel; Bugliarello, Emanuele. - : Underline Science Inc., 2021 BASE Show details 15 Students Who Study Together Learn Better: On the Importance of Collective Knowledge Distillation for Domain Transfer in Fact Verification ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Mithun, Mitch; Suntwal, Sandeep. - : Underline Science Inc., 2021 BASE Show details 16 On the Relation between Syntactic Divergence and Zero-Shot Performance ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Arviv, Ofir; Nikolaev, Dmitry. - : Underline Science Inc., 2021 BASE Show details

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