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## 一言でいうと
文字ベースの言語モデルを使い、固有表現認識のSOTAを達成した研究。Bi-directionalの文字ベース言語モデルを使用し、文頭=>単語終了までのforward、文末=>単語始点までのbackwardを結合して単語表現を作成している。作成した単語表現をBi-directionalのCRFに入れて予測を行う
![image](https://user-images…
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https://arxiv.org/abs/1904.07094
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# Contextual String Embeddings for Sequence Labeling
- authors: Alan Akbik, Duncan Blythe, Roland Vollgraf
- link: https://www.aclweb.org/anthology/C18-1139
- venue: COLING 2018
himkt updated
5 years ago
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Nils Reimers, Benjamin Schiller, Tilman Beck, Johannes Daxenberger, Christian Stab, Iryna Gurevych
https://www.aclweb.org/anthology/P19-1054/
* 議論マイニング(arguments mining)の一種、arguments classificatio…
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# Pooled Contextualized Embeddings for Named Entity Recognition
- authors: Alan Akbik, Tanja Bergmann, Roland Vollgraf
- link: https://www.aclweb.org/anthology/N19-1078
- venue: NAACL 2019
himkt updated
5 years ago
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Hello, thank you for your work and the code. I am trying to understand how the scFoundation embeddings were used within the GEARS framework. In the paper, you mention:
> (...) In our method, we obt…
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## Title & Topic
- Contextual String Embeddings for Sequence Labelling 논문 리뷰
- keywords : Character-level Language Model, Contextualized Word Embedding, Sequence Labelling
## Upload schedule
201…
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Perform initial experiments with the contextual log line embeddings.
Our current embedding is based on aggregating (averaging) of per-token fastText embeddings. Contextual embeddings are expected t…
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![image](https://user-images.githubusercontent.com/129525/81619446-f9e18600-942c-11ea-9714-e3cdac96d013.png)
https://arxiv.org/pdf/2005.04208.pdf
silky updated
4 years ago