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05/20/2023
PromptNER: A Prompting Method for Few-shot Named Entity Recognition via k Nearest Neighbor Search
Few-shot Named Entity Recognition (NER) is a task aiming to identify nam...
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06/03/2021
A Dataset and Baselines for Multilingual Reply Suggestion
Reply suggestion models help users process emails and chats faster. Prev...
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05/10/2021
Optimization of Graph Neural Networks: Implicit Acceleration by Skip Connections and More Depth
Graph Neural Networks (GNNs) have been studied through the lens of expre...
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12/23/2020
Noisy Labels Can Induce Good Representations
The current success of deep learning depends on large-scale labeled data...
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09/24/2020
How Neural Networks Extrapolate: From Feedforward to Graph Neural Networks
We study how neural networks trained by gradient descent extrapolate, i....
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05/01/2020
Why Overfitting Isn't Always Bad: Retrofitting Cross-Lingual Word Embeddings to Dictionaries
Cross-lingual word embeddings (CLWE) are often evaluated on bilingual le...
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11/08/2019
Interactive Refinement of Cross-Lingual Word Embeddings
Cross-lingual word embeddings transfer knowledge between languages: mode...
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06/04/2019
Are Girls Neko or Shōjo? Cross-Lingual Alignment of Non-Isomorphic Embeddings with Iterative Normalization
Cross-lingual word embeddings (CLWE) underlie many multilingual natural ...
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05/30/2019
What Can Neural Networks Reason About?
Neural networks have successfully been applied to solving reasoning task...
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12/22/2018