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All Languages Are NOT Created (Tokenized) Equal

Topbots

Large language models such as ChatGPT process and generate text sequences by first splitting the text into smaller units called tokens. The ratio is 9 times that of English for Armenian and over 10 times that of English for Burmese. In other words, to express the same sentiment, some languages require up to 10 times more tokens.

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Reducing the cost of LLMs with quantization and efficient fine-tuning: how can businesses benefit from Generative AI with limited hardware?

deepsense.ai

More than a year has passed since the release of ChatGPT, which led hundreds of millions of people to not only talk about AI, but actively use it on a daily basis. Fortunately, recent developments in the field have allowed companies to significantly lower these expenses.