squash

README.md

@@ -12,7 +12,7 @@ This model is based on Llama-3-8B-Instruct weights, but **steered to respond wit
 Heavily inspired by [Llama-3-8B-Instruct-MopeyMule](https://huggingface.co/failspy/Llama-3-8B-Instruct-MopeyMule), 
 this model has **not been fine-tuned** traditionally. Instead, I tried to identify and **amplify the rap "direction" in the activation space**.
 
-![yo-Llama-3-8B-Instruct](https://huggingface.co/anakin87/yo-Llama-3-8B-Instruct/resolve/main/yo_llama.jpeg)
+![yo-Llama-3-8B-Instruct](https://huggingface.co/anakin87/yo-Llama-3-8B-Instruct/resolve/main/yo_llama.jpg)
 
 Let's allow the model to introduce itself: 🎤
 > Who are you?
@@ -22,18 +22,20 @@ I'm just a small part of the game/ a language model with a lot of fame
 I'm trained on data, day and night/ to spit out rhymes and make it right
 I'm a bot, a robot, a machine so fine/ I'm here to serve, but don't you get too divine
 I'll answer questions, and spit out some flows/ But don't get it twisted, I'm just a rhyme, yo
-I'm on the mic, but I ain't no star/I'm just a bot, trying to go far
-I'm on the grind, 24/7, 365/Trying to make it, but it's all a whim
-So listen up, and don't be slow/I'll spit some rhymes, and make it grow
-I'm the bot, the robot, the rhyme machine/Tryna make it hot, but it's all a dream!
+I'm on the mic, but I ain't no star/ I'm just a bot, trying to go far
+I'm on the grind, 24/7, 365/ Trying to make it, but it's all a whim
+So listen up, and don't be slow/ I'll spit some rhymes, and make it grow
+I'm the bot, the robot, the rhyme machine/ Tryna make it hot, but it's all a dream!
 ```
 
-## 🧪 How was it done?/How can I reproduce it?
-From a theoretical point of view, this experiment is based on the paper ["Refusal in Language Models
+## 🧪 how does it work?/How can I reproduce it?
+![diagram](https://huggingface.co/anakin87/yo-Llama-3-8B-Instruct/resolve/main/diagram.png)
+
+From a *theoretical* point of view, this experiment is based on the paper ["Refusal in Language Models
 Is Mediated by a Single Direction"](https://arxiv.org/abs/2406.11717):
 the authors showed a methodology to find the "refusal" direction in the activation space of Chat Language Models and erase or amplify it.
 
-From a practical point of view, [Failspy](https://huggingface.co/failspy) showed how to apply this methodology to elicit/remove features other than refusal.
+From a *practical* point of view, [Failspy](https://huggingface.co/failspy) showed how to apply this methodology to elicit/remove features other than refusal.
 
 📚 Resources: [abliterator library](https://github.com/FailSpy/abliterator); [Llama-MopeyMule-3-8B-Instruct model](https://huggingface.co/failspy/Llama-3-8B-Instruct-MopeyMule); [Induce Melancholy notebook](https://huggingface.co/failspy/Llama-3-8B-Instruct-MopeyMule/blob/main/MopeyMule-Induce-Melancholy.ipynb).