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What are the units of text that we want to model? From bytes to multi-word expressions, text can be analyzed and generated at many granularities. Until recently, most natural language processing (NLP) models operated over words, treating those as discrete and atomic tokens, but starting with byte-pair encoding (BPE), subword-based approaches have become dominant in many areas, enabling small vocab
Tracking Progress in Natural Language Processing Table of contents English Automatic speech recognition CCG Common sense Constituency parsing Coreference resolution Data-to-Text Generation Dependency parsing Dialogue Domain adaptation Entity linking Grammatical error correction Information extraction Intent Detection and Slot Filling Language modeling Lexical normalization Machine translation Miss
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