自然语言处理领域重要论文 & 资源全索引

Natural Language Processing Tasks and Selected References

I've been working on several natural language processing tasks for a long time. One day, I felt like drawing a map of the NLP field where I earn a living. I'm sure I'm not the only person who wants to see at a glance which tasks are in NLP.

I did my best to cover as many as possible tasks in NLP, but admittedly this is far from exhaustive purely due to my lack of knowledge. And selected references are biased towards recent deep learning accomplishments. I expect these serve as a starting point when you're about to dig into the task. I'll keep updating this repo myself, but what I really hope is you collaborate on this work. Don't hesitate to send me a pull request!

Oct. 13, 2017.

by Kyubyong

Reviewed and updated by YJ Choe on Oct. 18, 2017.

Anaphora Resolution

  • SeeCoreference Resolution

Automated Essay Scoring

Automatic Speech Recognition

Automatic Summarisation

Coreference Resolution

Entity Linking

  • SeeNamed Entity Disambiguation

Grammatical Error Correction

Grapheme To Phoneme Conversion

Humor and Sarcasm Detection

Language Grounding

Language Guessing

  • SeeLanguage Identification

Language Identification

Language Modeling

Language Recognition

  • SeeLanguage Identification

Lemmatisation

Lip-reading

Machine Translation

Morphological Inflection Generation

Named Entity Disambiguation

Named Entity Recognition

Paraphrase Detection

Paraphrase Generation

Parsing

Part-of-speech Tagging

Pinyin-To-Chinese Conversion

Question Answering

Relationship Extraction

Semantic Role Labeling

Sentence Boundary Disambiguation

Sentiment Analysis

Singing Voice Synthesis

Social Science Applications

Source Separation

Speaker Authentication

  • SeeSpeaker Verification

Speaker Diarisation

Speaker Recognition

Speech Reading

  • SeeLip-reading

Speech Recognition

  • SeeAutomatic Speech Recognition

Speech Segmentation

Speech Synthesis

Speech Enhancement

Speech-To-Text

  • SeeAutomatic Speech Recognition

Spoken Term Detection

  • SeeSpeech Segmentation

Stemming

Term Extraction

Text Similarity

Text Simplification

Text-To-Speech

  • SeeSpeech Synthesis

Textual Entailment

Transliteration

Voice Conversion

Voice Recognition

  • SeeSpeaker recognition

Word Embeddings

Word Prediction

Word Segmentation

Word Sense Disambiguation

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