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Language Identification

Language identification is the task of determining the language of a text.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 581–590 of 794 papers

Title	Date	Tasks	Status	Hype
CLUZH at VarDial GDI 2017: Testing a Variety of Machine Learning Tools for the Classification of Swiss German Dialects	Apr 1, 2017	General ClassificationLanguage Identification	—Unverified	0
Improving the Character Ngram Model for the DSL Task with BM25 Weighting and Less Frequently Used Feature Sets	Apr 1, 2017	Dialect IdentificationLanguage Identification	—Unverified	0
Exploring Lexical and Syntactic Features for Language Variety Identification	Apr 1, 2017	BIG-bench Machine LearningLanguage Identification	—Unverified	0
Discriminating between Similar Languages using Weighted Subword Features	Apr 1, 2017	Language IdentificationText Categorization	CodeCode Available	0
When Sparse Traditional Models Outperform Dense Neural Networks: the Curious Case of Discriminating between Similar Languages	Apr 1, 2017	Language Identification	—Unverified	0
Twitter Language Identification Of Similar Languages And Dialects Without Ground Truth	Apr 1, 2017	General ClassificationLanguage Identification	—Unverified	0
Discriminating between Similar Languages with Word-level Convolutional Neural Networks	Apr 1, 2017	Language IdentificationQuestion Answering	—Unverified	0
T\"ubingen system in VarDial 2017 shared task: experiments with language identification and cross-lingual parsing	Apr 1, 2017	Dependency ParsingLanguage Identification	—Unverified	0
A Code-Switching Corpus of Turkish-German Conversations	Apr 1, 2017	Automatic Speech Recognition (ASR)Language Identification	—Unverified	0
A Perplexity-Based Method for Similar Languages Discrimination	Apr 1, 2017	Language Identification	—Unverified	0

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All datasets VOXLINGUA107 GlotLID-C Nordic Language Identification OpenSubtitles Universal Dependencies VoxForge

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	wav2vec 2.0 LV-60K	Error rate	7.2	—	Unverified
2	XLS-R	Error rate	5.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GlotLID	Macro F1	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FastText	Accuracy	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Apple bi-LSTM	Accuracy	91.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Apple bi-LSTM	Accuracy	86.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ConformerG-P	Accuracy	99.8	—	Unverified