What is recorded here?
Combined averaged n-gram features with low-rank text classification and hierarchical softmax, and extended skip-gram vectors with hashed character n-gram composition for rare and unseen words.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Two original papers with different first authors/order, retained as source-specific sets in one family. Inherits bag-of-words, hierarchical softmax, hashing and earlier character/morphological embeddings; not invention of them. Classification word n-grams and embedding character n-grams are different mechanisms. Original subword version includes word vectors and omits n-grams for selected frequent words.
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People and systems
Armand Joulin; Edouard Grave; Piotr Bojanowski; Tomas Mikolov
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
fastText family: efficient text classification and character-subword vectors
Combined averaged n-gram features with low-rank text classification and hierarchical softmax, and extended skip-gram vectors with hashed character n-gram composition for rare and unseen words.
Scientific scope
Two original papers with different first authors/order, retained as source-specific sets in one family. Inherits bag-of-words, hierarchical softmax, hashing and earlier character/morphological embeddings; not invention of them. Classification word n-grams and embedding character n-grams are different mechanisms. Original subword version includes word vectors and omits n-grams for selected frequent words.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Armand Joulin; Edouard Grave; Piotr Bojanowski; Tomas Mikolov
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.