updating README

README.md

@@ -43,21 +43,26 @@ This model is intended for commercial and research use.
 
 BLOOMChat is intended for chatbot applications and may not perform well in use cases outside of the intended use. BLOOMChat should NOT be used for safety-critical applications or for making decisions that have a significant impact on individuals or society.
 
+
 ### Recommendations
 
 <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
 
 Users should be made aware of the risks, biases, limitations, and restrictions of the model, which are listed down at the bottom of the page. 
 
+---
 ## How to Get Started with the Model
 
+<details>
+<summary>Click to expand</summary>
+
 Use the code below to get started with the model.
 
 ```python
 from transformers import AutoModelForCausalLM, AutoTokenizer
 
-tokenizer = AutoTokenizer.from_pretrained("bloomchat/BloomChat")
-model = AutoModelForCausalLM.from_pretrained("bloomchat/BloomChat", device_map="auto", torch_dtype="auto")
+tokenizer = AutoTokenizer.from_pretrained("sambanovasystems/BLOOMChat-176B-v1")
+model = AutoModelForCausalLM.from_pretrained("sambanovasystems/BLOOMChat-176B-v1", device_map="auto", torch_dtype="auto")
 ```
 
 
@@ -90,7 +95,15 @@ Context: U.S. authorities launched emergency measures on Sunday to shore up conf
 <bot>:
 ```
 
-### Some example completions
+</details>
+
+---
+
+## Some example completions
+
+<details>
+<summary>Click to expand</summary>
+
 ```
 <human>: What does it mean for the Fed to raise or lower interest rates?
 <bot>: The Federal Reserve (also known as the Fed) is the central banking system of the United States.  It was created in 1913, and is an independent agency of the federal government.  The Fed has a dual mandate of maximizing employment and stabilizing prices.  The Fed sets interest rates, and can influence the money supply and the credit markets through its actions.
@@ -143,7 +156,15 @@ Spinning: Protons and neutrons both have a spinning motion called intrinsic spin
 Protons are found in the nucleus of atoms, while neutrons are found in the nucleus of atoms.
 In the nucleus of atoms, protons and neutrons are bound together in a structure called a nucleus, which gives the atom its stability.
 ```
-## Evaluation
+
+</details>
+
+---
+
+## Evaluation Graphs
+
+<details>
+<summary>Click to expand</summary>
 
 <!-- This section describes the evaluation protocols and provides the results. -->
 
@@ -159,8 +180,15 @@ In the nucleus of atoms, protons and neutrons are bound together in a structure
 </figure>
 <br>
 
+</details>
+
+---
+
 ## Training Details
 
+<details>
+<summary>Click to expand</summary>
+
 ### Training Data
 
 <!-- This should link to a Data Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
@@ -220,6 +248,10 @@ We trained BLOOMChat with SambaStudio, a platform built on SambaNova's in-house
 - End Learning Ratio: 0.1
 - Weight decay: 0.1
 
+</details>
+
+---
+
 ### RAIL Restrictions
 
 As the original model [BLOOM](https://huggingface.co/bigscience/bloom) is on the RAIL License, we need to follow the same restrictions.