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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 Enhancing Cognitive Models of Emotions with Representation Learning ... Guo, Yuting; Choi, Jinho. - : arXiv, 2021 BASE Show details 2 Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty Estimation ... Xu, Liyan; Zhang, Xuchao; Zhao, Xujiang; Chen, Haifeng; Chen, Feng; Choi, Jinho D.. - : arXiv, 2021 Abstract: Recent multilingual pre-trained language models have achieved remarkable zero-shot performance, where the model is only finetuned on one source language and directly evaluated on target languages. In this work, we propose a self-learning framework that further utilizes unlabeled data of target languages, combined with uncertainty estimation in the process to select high-quality silver labels. Three different uncertainties are adapted and analyzed specifically for the cross lingual transfer: Language Heteroscedastic/Homoscedastic Uncertainty (LEU/LOU), Evidential Uncertainty (EVI). We evaluate our framework with uncertainties on two cross-lingual tasks including Named Entity Recognition (NER) and Natural Language Inference (NLI) covering 40 languages in total, which outperforms the baselines significantly by 10 F1 on average for NER and 2.5 accuracy score for NLI. ... : Accepted to EMNLP 2021 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG URL: https://dx.doi.org/10.48550/arxiv.2109.00194 https://arxiv.org/abs/2109.00194 BASE Hide details 3 Intensionalizing Abstract Meaning Representations: Non-Veridicality and Scope ... Williamson, Gregor; Elliott, Patrick; Ji, Yuxin. - : arXiv, 2021 BASE Show details 4 Zero-Shot Cross-Lingual Machine Reading Comprehension via Inter-sentence Dependency Graph ... Xu, Liyan; Zhang, Xuchao; Zong, Bo. - : arXiv, 2021 BASE Show details 5 Transformers to Learn Hierarchical Contexts in Multiparty Dialogue for Span-based Question Answering ... Li, Changmao; Choi, Jinho D.. - : arXiv, 2020 BASE Show details 6 Automatic Text-based Personality Recognition on Monologues and Multiparty Dialogues Using Attentive Networks and Contextual Embeddings ... Jiang, Hang; Zhang, Xianzhe; Choi, Jinho D.. - : arXiv, 2019 BASE Show details 7 Universal Dependencies 2.2 Nivre, Joakim; Abrams, Mitchell; Agić, Željko... In: https://hal.archives-ouvertes.fr/hal-01930733 ; 2018 (2018) BASE Show details 8 Universal Dependencies 2.1 Nivre, Joakim; Agić, Željko; Ahrenberg, Lars... In: https://hal.inria.fr/hal-01682188 ; 2017 (2017) BASE Show details 9 Lexicon Integrated CNN Models with Attention for Sentiment Analysis ... Shin, Bonggun; Lee, Timothy; Choi, Jinho D.. - : arXiv, 2016 BASE Show details 10 Multi-Field Structural Decomposition for Question Answering ... Jurczyk, Tomasz; Choi, Jinho D.. - : arXiv, 2016 BASE Show details 11 Targetable Named Entity Recognition in Social Media Ashwini, Sandeep; Choi, Jinho D.. - 2014 BASE Show details

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