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1
Integrating Vectorized Lexical Constraints for Neural Machine Translation ...
Wang, Shuo; Tan, Zhixing; Liu, Yang. - : arXiv, 2022
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2
Contextual Semantic-Guided Entity-Centric GCN for Relation Extraction
In: Mathematics; Volume 10; Issue 8; Pages: 1344 (2022)
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3
Virtual Reality-Integrated Immersion-Based Teaching to English Language Learning Outcome
In: Front Psychol (2022)
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4
Unframing and reframing shanshui
Liu, Yang. - 2022
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5
Alternated Training with Synthetic and Authentic Data for Neural Machine Translation ...
Jiao, Rui; Yang, Zonghan; Sun, Maosong. - : arXiv, 2021
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6
CPM-2: Large-scale Cost-effective Pre-trained Language Models ...
Abstract: In recent years, the size of pre-trained language models (PLMs) has grown by leaps and bounds. However, efficiency issues of these large-scale PLMs limit their utilization in real-world scenarios. We present a suite of cost-effective techniques for the use of PLMs to deal with the efficiency issues of pre-training, fine-tuning, and inference. (1) We introduce knowledge inheritance to accelerate the pre-training process by exploiting existing PLMs instead of training models from scratch. (2) We explore the best practice of prompt tuning with large-scale PLMs. Compared with conventional fine-tuning, prompt tuning significantly reduces the number of task-specific parameters. (3) We implement a new inference toolkit, namely InfMoE, for using large-scale PLMs with limited computational resources. Based on our cost-effective pipeline, we pre-train two models: an encoder-decoder bilingual model with 11 billion parameters (CPM-2) and its corresponding MoE version with 198 billion parameters. In our experiments, we ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2106.10715
https://dx.doi.org/10.48550/arxiv.2106.10715
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7
VISITRON: Visual Semantics-Aligned Interactively Trained Object-Navigator ...
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8
Assessing Multilingual Fairness in Pre-trained Multimodal Representations ...
Wang, Jialu; Liu, Yang; Wang, Xin Eric. - : arXiv, 2021
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9
Dialog{S}um: {A} Real-Life Scenario Dialogue Summarization Dataset ...
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10
Transfer Learning for Sequence Generation: from Single-source to Multi-source ...
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11
Mask-Align: Self-Supervised Neural Word Alignment ...
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12
Segment, Mask, and Predict: Augmenting Chinese Word Segmentation with Self-Supervision ...
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13
Learning to Selectively Learn for Weakly-supervised Paraphrase Generation ...
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14
SWSR: A Chinese Dataset and Lexicon for Online Sexism Detection ...
Jiang, Aiqi; Yang, Xiaohan; Liu, Yang. - : arXiv, 2021
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15
Analyzing the Limits of Self-Supervision in Handling Bias in Language ...
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16
Statistically significant detection of semantic shifts using contextual word embeddings ...
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17
SWSR: A Chinese Dataset and Lexicon for Online Sexism Detection ...
Jiang, Aiqi; Xiaohan Yang; Liu, Yang. - : Zenodo, 2021
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18
Statistically Significant Detection of Semantic Shifts using Contextual Word Embeddings ...
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19
Leveraging Word-Formation Knowledge for Chinese Word Sense Disambiguation ...
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20
SWSR: A Chinese Dataset and Lexicon for Online Sexism Detection ...
Jiang, Aiqi; Xiaohan Yang; Liu, Yang. - : Zenodo, 2021
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