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1
Alternated Training with Synthetic and Authentic Data for Neural Machine Translation ...
Jiao, Rui; Yang, Zonghan; Sun, Maosong. - : arXiv, 2021
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2
CPM-2: Large-scale Cost-effective Pre-trained Language Models ...
Zhang, Zhengyan; Gu, Yuxian; Han, Xu. - : arXiv, 2021
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3
VISITRON: Visual Semantics-Aligned Interactively Trained Object-Navigator ...
Abstract: Interactive robots navigating photo-realistic environments need to be trained to effectively leverage and handle the dynamic nature of dialogue in addition to the challenges underlying vision-and-language navigation (VLN). In this paper, we present VISITRON, a multi-modal Transformer-based navigator better suited to the interactive regime inherent to Cooperative Vision-and-Dialog Navigation (CVDN). VISITRON is trained to: i) identify and associate object-level concepts and semantics between the environment and dialogue history, ii) identify when to interact vs. navigate via imitation learning of a binary classification head. We perform extensive pre-training and fine-tuning ablations with VISITRON to gain empirical insights and improve performance on CVDN. VISITRON's ability to identify when to interact leads to a natural generalization of the game-play mode introduced by Roman et al. (arXiv:2005.00728) for enabling the use of such models in different environments. VISITRON is competitive with models on the ... : Accepted at Findings of the Annual Meeting of the Association for Computational Linguistics (ACL) 2022, previous version accepted at Visually Grounded Interaction and Language (ViGIL) Workshop at NAACL 2021 ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences; I.2.9; Machine Learning cs.LG; Robotics cs.RO
URL: https://dx.doi.org/10.48550/arxiv.2105.11589
https://arxiv.org/abs/2105.11589
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4
Assessing Multilingual Fairness in Pre-trained Multimodal Representations ...
Wang, Jialu; Liu, Yang; Wang, Xin Eric. - : arXiv, 2021
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5
Dialog{S}um: {A} Real-Life Scenario Dialogue Summarization Dataset ...
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6
Transfer Learning for Sequence Generation: from Single-source to Multi-source ...
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7
Mask-Align: Self-Supervised Neural Word Alignment ...
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8
Segment, Mask, and Predict: Augmenting Chinese Word Segmentation with Self-Supervision ...
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9
Learning to Selectively Learn for Weakly-supervised Paraphrase Generation ...
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10
SWSR: A Chinese Dataset and Lexicon for Online Sexism Detection ...
Jiang, Aiqi; Yang, Xiaohan; Liu, Yang. - : arXiv, 2021
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11
Analyzing the Limits of Self-Supervision in Handling Bias in Language ...
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12
Statistically significant detection of semantic shifts using contextual word embeddings ...
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13
SWSR: A Chinese Dataset and Lexicon for Online Sexism Detection ...
Jiang, Aiqi; Xiaohan Yang; Liu, Yang. - : Zenodo, 2021
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14
Statistically Significant Detection of Semantic Shifts using Contextual Word Embeddings ...
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15
Leveraging Word-Formation Knowledge for Chinese Word Sense Disambiguation ...
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16
SWSR: A Chinese Dataset and Lexicon for Online Sexism Detection ...
Jiang, Aiqi; Xiaohan Yang; Liu, Yang. - : Zenodo, 2021
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17
SWSR: A Chinese Dataset and Lexicon for Sexist Hate Speech Detection ...
Jiang, Aiqi; Xiaohan Yang; Liu, Yang. - : Zenodo, 2021
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18
SWSR: A Chinese Dataset and Lexicon for Sexist Hate Speech Detection ...
Jiang, Aiqi; Xiaohan Yang; Liu, Yang. - : Zenodo, 2021
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19
Tapping into non-English-language science for the conservation of global biodiversity. ...
Amano, Tatsuya; Berdejo-Espinola, Violeta; Christie, Alec. - : Apollo - University of Cambridge Repository, 2021
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20
Tapping into non-English-language science for the conservation of global biodiversity. ...
Amano, Tatsuya; Berdejo-Espinola, Violeta; Christie, Alec P. - : Apollo - University of Cambridge Repository, 2021
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