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Native Language Identification

3 papers with code · Natural Language Processing

Native Language Identification (NLI) is the task of determining an author's native language (L1) based only on their writings in a second language (L2).

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Greatest papers with code

Topics to Avoid: Demoting Latent Confounds in Text Classification

IJCNLP 2019 Sachin19/adversarial-classify

Despite impressive performance on many text classification tasks, deep neural networks tend to learn frequent superficial patterns that are specific to the training data and do not always generalize well.

NATIVE LANGUAGE IDENTIFICATION TEXT CLASSIFICATION

Towards Ethical Content-Based Detection of Online Influence Campaigns

29 Aug 2019ecrows/l2-reddit-experiment

The detection of clandestine efforts to influence users in online communities is a challenging problem with significant active development.

NATIVE LANGUAGE IDENTIFICATION

On the Development of a Large Scale Corpus for Native Language Identification

TLT17 2018 ghomasHudson/italkiCorpus

It can be used for training machine learning based systems for classifying and identifying the native language of authors of English text.

NATIVE LANGUAGE IDENTIFICATION