NodePiece is a "tokenizer" for reducing entity vocabulary size in knowledge graphs. Instead of shallow embedding every node to a vector, we first "tokenize" each node by K anchor nodes and M relation ...

With natural language processing rapidly increasing in popularity, more and more tools have become available to the public to build large systems. Some of these tools are intended for general-purpose ...

This research investigated whether a compact, carefully designed artificial token language could reduce LLM model size and computational requirements while maintaining quality compared to standard ...

Text classification plays a critical role in numerous natural language processing applications, yet limited work has addressed the unique linguistic structure of African languages such as Kiswahili.

Abstract: Natural language processing (NLP) research has achieved remarkable advancement in recent decades. Language data and music data share several common features, enabling NLP techniques to be ...

Large language models (LLMs) are poised to have a disruptive impact on health care. Numerous studies have demonstrated promising applications of LLMs in medical imaging, and this number will grow as ...