Update README.md

README.md

@@ -100,13 +100,13 @@ model-index:
 This is a new kind of model optimization.
 This model is based on MaziyarPanahi/calme-2.1-qwen2-72b, which was tuned from Qwen2-72B.
 
-A paper is currently being written on the technique.  Special thanks to my wife, for putting up with me coding in the basement for too many evenings and weekends for months!
+A paper on the technique is currently being written.  Special thanks to my wife, for putting up with me coding in the basement for too many evenings and weekends for months!
 
-This research was supported with hardware from the [appliedAI Institute](https://www.appliedai-institute.de/en/), who's goal is to generate and communicate high-quality knowledge about trustworthy AI.
+This research was supported with hardware from the [appliedAI Institute](https://www.appliedai-institute.de/en/), whose goal is to generate and communicate high-quality knowledge about trustworthy AI.
 
 ## Quickstart
 
-Here provides a code snippet with `apply_chat_template` to show you how to load the tokenizer and model and how to generate contents.
+Here is a code snippet with `apply_chat_template` to show you how to load the tokenizer and model and how to generate contents.
 
 ```python
 from transformers import AutoModelForCausalLM, AutoTokenizer
@@ -163,7 +163,7 @@ I’m on the hunt for new challenges and a chance to dive into some exciting res
 
 
 #### Profile
-Innovation enthusiast, AI-strategist, and interdisciplinary-tech nerd – that's me! With over a decade of experience in research and project management, my professional journey has been largely shaped by my passion for artificial intelligence and its potential to transform various industries. With a solid background in artificial intelligence and machine learning, coupled with a knack for innovation and problem-solving (and a healthy dose of curiosity), I'm excited to bring my skills to a new team.
+Innovation enthusiast, AI strategist, and interdisciplinary-tech nerd – that's me! With over a decade of experience in research and project management, my professional journey has been largely shaped by my passion for artificial intelligence and its potential to transform various industries. With a solid background in artificial intelligence and machine learning, coupled with a knack for innovation and problem-solving (and a healthy dose of curiosity), I'm excited to bring my skills to a new team.
 
 Originally from Australia, where I earned my degrees in Organic Chemistry and Biochemistry, I moved to Germany in 2004. My academic pursuit continued with a Ph.D. in Chemistry at the Max Planck Institute of Biochemistry. Today, I leverage my robust educational background and diverse industry experience to drive AI innovations in a wide range of applications. Hobbies? Lots: I've also built the world's most powerful espresso machine and am working to bring [GLaDOS to life](https://github.com/dnhkng/GlaDOS).