Text Classification

For purpose of word embedding extrinsic evaluation, especially downstream task.

Some concepts are informed from 复旦大学NLP组

Statistical-Based Method

Logistic Regression

Statistics perspective based text classification described as follow[Li Y 2015].

Also described as follow[kiros 2015].

[Yan Song 2018] also applied this kind of method.

Linear SVM

It described as follow[Kiela 2015]

Bibliography

复旦大学NLP组. NLP-Beginner. https://github.com/FudanNLP/nlp-beginner

[Li Y. 2015] Li Y, Li W, Sun F, et al. Component-Enhanced Chinese Character Embeddings[J]. empirical methods in natural language processing, 2015: 829-834.

[Kiros 2015] Kiros, Ryan, et al. "Skip-Thought Vectors." Advances in Neural Information Processing Systems 28(2015).

[Yan Song 2018] Song, Yan et al. “Joint Learning Embeddings for Chinese Words and their Components via Ladder Structured Networks.” IJCAI (2018).

[Kiela 2015] Kiela, Douwe et al. “Specializing Word Embeddings for Similarity or Relatedness.” EMNLP (2015).

05-11 17:02
查看更多