3 ms·

I personally don’t have the tools to do this and I don’t have enough of a budget to do this as an experiment. Where would you go to find the right people to eva

• PaulHoule 4y ago
  I found these papers: https://arxiv.org/abs/2210.03945 https://arxiv.org/abs/2210.03945 https://arxiv.org/abs/2202.00217 https://arxiv.org/abs/2202.00217 https://arxiv.org/abs/2201.10608 https://arxiv.org/abs/2201.10608 My take is that fine-tuning a language model to parse HTML shouldn't be terribly difficult but you probably do need a computer with a good GPU. The one problem that current LLMs have is that they all have a limited attention window. BERT has a 512 token window and ChatGPT has a 4096 token window, where typically a token is less than a word. There are models with much longer windows (reformer) but those don't work as well as the state-of-the-art models, at least not yet. Practically that means you can't feed a huge HTML document into the model without splitting it up first, if you do split it up you're going to lose the ability of the model to see the document as a whole (for instance match up the <div> and </div> tags)
  • robert1er 4y ago
    Thank you! This is really helpful. As someone who knows a bit about NLP but isn't from that world, I don't know if I'd have found these papers or known where to look. I appreciate the help.