Update readme.md

README.md

@@ -7,4 +7,33 @@ pipeline_tag: text-generation
 tags:
 - dpo
 - phi-3
----
+---
+
+This model has been created as a support for the book "Large Language Models Projects" by Apress, written by Pere Martra.
+
+To create it, we started with the Phi-3-Mini-4K-Instruct model and applied DPO alignment using the distilabel-capybara-dpo-7k-binarized dataset.
+
+Phi-3 is a state-of-the-art model with 3.8 billion parameters that has outperformed other models with 7 billion parameters. The DPO alignment process has produced good results, modifying the model's responses and making them more similar to those in the capybara dataset.
+
+**Row in the Dataset:**
+
+*{'prompt': '<|user|>\nAssist me in calculating 9319357631 plus 595. Numbers and symbols only, please.<|end|>\n<|assistant|>\n',
+ 'chosen': 'The sum of 9319357631 and 595 is 9319358226.<|end|>\n',
+ 'rejected': 'The result of adding 9319357631 and 595 is 9319363626.<|end|>\n'}*
+
+**Prompt:**
+*3713841893836/4?
+Limit your response to mathematical expressions and symbols.*
+
+**Response from the Base model:**
+
+*To find the result of the division, we can simply divide the given number by 4:
+$$
+\frac{3713841893836}{4} = 928460473459*
+
+**Response from the fine-tuned model:**
+
+*3713841893836 ÷ 4 = 928460473459*
+
+
+If you want to see how the model was created, you can check out the [repository](https://github.com/peremartra/Large-Language-Model-Notebooks-Course) where the book's notebooks are kept up-to-date.