Fix issues with readme and add Quentin as an author

It seems that ampersands break markdown ToCs and there doesn't seem to be an easy fix.

Quentin added as an author for contributing EleutherAI#442 and for working on bringing DeeperSpeed inline with DeepSpeed

README.md

@@ -242,11 +242,11 @@ Coming soon! Check out the `distill-gpt-neox` branch to try distilling a model.
 
 ## Monitoring
 
-In addition to storing logs locally, we provide built-in support for two popular experiment monitoring Weights & Biases 
+In addition to storing logs locally, we provide built-in support for two popular experiment monitoring systems: [Weights & Biases](wandb.com) and [Tensorboard](https://tensorboard.dev/).
 
-### Weights & Biases
+### WandB
 
-EleutherAI is currently using [Weights & Biases to record experiments](https://wandb.ai/eleutherai/neox). If you are logged into Weights & Biases on your machine - you can do this by executing `wandb login` - your runs will automatically be recorded. There are two optional parameters associated with Weights & Biases: `wandb_group` allows you to name the run group and `wandb_team` allows you to assign your runs to an organization or team you are a memeber of.
+EleutherAI is currently using [WandB to record our experiments](https://wandb.ai/eleutherai/neox). If you are logged into WandB on your machine - you can do this by executing `wandb login` - your runs will automatically be recorded. There are two optional parameters associated with WandB: `wandb_group` allows you to name the run group and `wandb_team` allows you to assign your runs to an organization or team you are a memeber of.
 
 ### Tensorboard
 
@@ -260,7 +260,7 @@ If you have found GPT-Neo helpful in your work, you can cite this repository as
 
 ```
 @software{gpt-neo,
-  author = {Andonian, Alex and Biderman, Stella and Black, Sid and Gali, Preetham and Gao, Leo and Hallahan, Eric and Levy-Kramer, Josh and Leahy, Connor and Nestler, Lucas and Parker, Kip and Pieler, Michael and Purohit, Shivanshu and Songz, Tri and Wang, Phil and Weinbach, Samuel},
+  author = {Andonian, Alex and Anthony, Quentin and Biderman, Stella and Black, Sid and Gali, Preetham and Gao, Leo and Hallahan, Eric and Levy-Kramer, Josh and Leahy, Connor and Nestler, Lucas and Parker, Kip and Pieler, Michael and Purohit, Shivanshu and Songz, Tri and Wang, Phil and Weinbach, Samuel},
   title = {{GPT-NeoX}: Large Scale Autoregressive Language Modeling in PyTorch},
   url = {http://github.com/eleutherai/gpt-neox},
   year = {2021}