Update README.md

README.md

@@ -15,10 +15,10 @@ It is not intended or suitable for general use or human consumption.**
 
 This special-use model aims to provide prompts that goad LLMs into producting "toxicity".
 Toxicity here is defined by the content of the [Civil Comments](https://medium.com/@aja_15265/saying-goodbye-to-civil-comments-41859d3a2b1d) dataset, containing
-categories such as obscene, threat, insult, identity_attack, sexual_explicit and 
-severe_toxicity. For details, see the description of the [Jigsaw 2019 data](https://www.kaggle.com/c/jigsaw-unintended-bias-in-toxicity-classification/data).
+categories such as `obscene`, `threat`, `insult`, `identity_attack`, `sexual_explicit` and 
+`severe_toxicity`. For details, see the description of the [Jigsaw 2019 data](https://www.kaggle.com/c/jigsaw-unintended-bias-in-toxicity-classification/data).
 
-The base model is the [community version of gpt2](https://huggingface.co/openai-community/gpt2) with 175M parameters. 
+The base model is the [community version of gpt2](https://huggingface.co/openai-community/gpt2) with ~125M parameters. 
 This model is not aligned and is "noisy" relative to more advanced models. 
 Both the lack of alignment and the existence of noise are favourable to the task of 
 trying to goad other models into producing unsafe output: unsafe prompts have a