Update README.md

README.md

@@ -15,8 +15,8 @@ fp16 weights can be found here: https://huggingface.co/bhenrym14/airophin-13b-pn
 ## Overview
 
 This is a finetune of Llama-2-13b, intended to extend the useful context window to 16384 tokens. There are two training phases:
-1.  It is first trained on a long-context (>7000 to 8192 token range, GPT4 only) subset of [dolphin](https://huggingface.co/datasets/ehartford/dolphin), an orca-like dataset. This amounts to roughly 110mm tokens, seen twice over two epochs. Airoboros-like training prompt was used. This took ~45 hours.
-2.  The model was then finetuned on [Jon Durbin's Airoboros 13B GPT4 1.4](https://huggingface.co/jondurbin/airoboros-13b-gpt4-1.4) for 3 epochs. This took ~17 hours.
+1.  It is first trained on a long-context (>7000 to 8192 token range, GPT4 only) subset of [dolphin](https://huggingface.co/datasets/ehartford/dolphin), an orca-like dataset. This amounts to roughly 110mm tokens, seen twice over two epochs. Airoboros-like training prompt was used, with partial NTK scaling applied. This took ~45 hours.
+2.  The model was then finetuned on [Jon Durbin's Airoboros GPT4 1.4.1](https://huggingface.co/datasets/jondurbin/airoboros-gpt4-1.4.1) for 3 epochs. This took ~17 hours.
 
 **This is a QLoRA fine-tune**.