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awesome-neural-adaptation-in-NLP

MIT License Awesome

A curated list of awesome work on neural unsupervised domain adaptation in Natural Language Processing, including links to papers. The focus is on unsupervised neural DA methods and currently on work outside Machine Translation. Feel free to contribute by creating a pull request as outlined in contributing.md.

taxonomy image

Please cite our [survey paper] ([Ramponi and Plank, COLING 2020]) if you find it useful in your research:

@inproceedings{ramponi-plank-2020-neural,
    title = "Neural Unsupervised Domain Adaptation in {NLP}{---}{A} Survey",
    author = "Ramponi, Alan  and
      Plank, Barbara",
    booktitle = "Proceedings of the 28th International Conference on Computational Linguistics",
    month = dec,
    year = "2020",
    address = "Barcelona, Spain (Online)",
    publisher = "International Committee on Computational Linguistics",
    url = "https://www.aclweb.org/anthology/2020.coling-main.603",
    doi = "10.18653/v1/2020.coling-main.603",
    pages = "6838--6855"
}

Contents

Surveys

Overview of surveys in other areas and related topics.

Machine Learning

Vision

Machine Translation

Pre-neural surveys on Domain Adaptation in NLP

Transfer Learning for NLP

Low-resource NLP

Cross-Lingual Learning

Multi-task Learning

Domain Divergence

Collections

Related awesome collections:

Unsupervised DA

By methods

A list of papers categorized by methods.

Model centric methods

Data centric methods

Hybrid methods

By tasks

A list of papers categorized by tasks.

Classification/inference

All papers pertaining to classification and inference tasks are indicated in the respective sections below.

Sentiment analysis

Language identification

Binary text classification

Machine reading
Duplicate question detection
Stance detection
Political data identification

Question answering

Summarization

Structured prediction

All papers pertaining to structured prediction tasks are indicated in the respective sections below.

Natural language inference

Part-of-speech tagging

Dependency parsing

Named entity recognition

Event extraction

Relation extraction

About

Awesome Neural Adaptation in Natural Language Processing. A curated list. https://arxiv.org/abs/2006.00632

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