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GPT-NYC

About

GPT2-Medium fine-tuned on questions and responses from https://reddit.com/r/asknyc

I filtered comments to ones with scores >= 3, and responding directly to the original post ( = ignoring responses to other commenters).

I added tokens to match NYC neighborhoods, subway stations, foods, and other common terms in the original batches of questions and comments. You would be surprised what is missing from GPT tokens!

Try prompting with question? %% or question? - more info %%

Status

I would like to continue by:

  • fine-tuning GPT2-Large with a larger dataset of questions
  • examining bias and toxicity
  • examining memorization vs. original responses
  • releasing a reusable benchmark

Blog

https://mapmeld.medium.com/gpt-nyc-part-1-9cb698b2e3d

Notebooks

Data processing / new tokens

https://colab.research.google.com/drive/13BOw0uekoAYB4jjQtaXTn6J_VHatiRLu

Fine-tuning GPT2 (small)

https://colab.research.google.com/drive/1FnXcAh4H-k8dAzixkV5ieygV96ePh3lR

Fine-tuning GPT2-Medium

Same code as small, but on Google Cloud to use an A100 GPU

Predictive text and probabilities

Scroll to end of

https://colab.research.google.com/drive/1FnXcAh4H-k8dAzixkV5ieygV96ePh3lR

to see how to install git-lfs and trick ecco into loading this.

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