1 Introduction

2 Corpora
2.1 Balanced corpora
2.2 Treebanks and corpora with morphosyntactic annotation
2.3 Large-scale (unannotated) linguistic data collections
2.4 Corpora with discourse annotation
2.5 Word sense disambiguation corpora
2.6 Corpora of parent-child interactions
2.7 Social media text normalization corpora
2.8 Corpora for named entity recognition
2.9 Code-switching corpora
2.10 Parallel corpora
2.11 Corpora for sentiment and emotion
2.12 Speech and multi-modal corpora
2.13 Corpora for question answering
2.14 Other corpora for specific applications

3 Lexical Resources
3.1 Lexicons, word lists
3.2 Morphological analyzer lexicons
3.3 WordNets and other lexical networks
3.4 Word embeddings and pre-trained language models
3.5 Sentiment, emotion and other application-specific lexicons

4 General Discussion

5 Conclusion