Sam Joshua

SamJoshua

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reacted to garrethlee's post with 🔥 about 1 month ago

The latest o1 model from OpenAI is still unable to answer 9.11 > 9.9 correctly 🤔 A possible explanation? Tokenization - and our latest work investigates how it affects a model's ability to do math! In this blog post, we discuss: 🔢 The different ways numbers are tokenized in modern LLMs 🧪 Our detailed approach in comparing these various methods 🥪 How we got a free boost in arithmetic performance by adding a few lines of code to the base Llama 3 tokenizer 👑 and a definitive, best tokenization method for math in LLMs! Check out our work here: https://huggingface.co/spaces/huggingface/number-tokenization-blog

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reacted to garrethlee's post with 🔥 about 1 month ago

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1912

The latest o1 model from OpenAI is still unable to answer 9.11 > 9.9 correctly 🤔

A possible explanation? Tokenization - and our latest work investigates how it affects a model's ability to do math!

In this blog post, we discuss:
🔢 The different ways numbers are tokenized in modern LLMs
🧪 Our detailed approach in comparing these various methods
🥪 How we got a free boost in arithmetic performance by adding a few lines of code to the base Llama 3 tokenizer
👑 and a definitive, best tokenization method for math in LLMs!

Check out our work here: huggingface/number-tokenization-blog