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@@ -37,44 +37,40 @@ Dataset Use
 Use Cases
 Usage Caveats
 Getting Started
-<a name="credit where credit is due"></a>
-the Orca paper has been replicated to as fine of a degree of precision as several obsessive nerds sweating for weeks could pull off(a very high degree)
-We will be releasing Orca's as the models continue to be trained
-And the dataset after we wipe off all the sweat and tears.
-Right now, we're testing our fifth iteration  of orca on a subset of  the final data, and are just about to jump into the final stages!
 
-Thanks to 
-     the
+<a name="credit where credit is due"></a>
+
+The Orca paper has been replicated to as fine of a degree of precision as several obsessive nerds sweating for weeks could pull off (a very high degree)
+We will be releasing Orcas as the models continue to be trained and the dataset after we wipe off all the sweat and tears.
+Right now, we're testing our fifth iteration of orca on a subset of the final data, and are just about to jump into the final stages!
+
+Thanks to the
 Team:
                              
-
- 
-                        winglian
-
-              
-@erhartford
-
-          Nanobit
+winglian
+erhartford
+Nanobit
 Pankajmathur
 
 http://AlignmentLab.ai:
-    Entropi
-       AtlasUnified
-            NeverendingToast
-                  Autometa
+Autometa
+Entropi
+AtlasUnified
+NeverendingToast
 
-And  of course, as always TheBloke, for being the backbone of the whole community.
+Also of course, as always, TheBloke, for being the backbone of the whole community.
 
 Be sure to check out Axolotl on github, developed by Nano and Winglian, the platform that developed and trained manticore, minotaur, and many others!
 
-OrcaMini on huggingface!
-
-Samantha, WizardVicuna, and more!
+Other team projects on huggingface:
+OrcaMini
+Samantha
+WizardVicuna, and more!
 
 and maybe even one of our projects at: http://Alignmentlab.ai https://discord.gg/n9hXaBPWxx
 
-we are looking for sponsors or collaborators to help us build these models to the scale they deserve,  my 3090 wont quite cut i this time, i think.
-not for Falcon 40b, it wont !
+We are looking for sponsors or collaborators to help us build these models to the scale they deserve; stacks of 3090s wont quite cut it this time, we think.
+Not for Falcon 40b, it won't!
 
 Dataset Summary
 The Open Orca dataset is a collection of unaugmented and augmented FLAN data. It is tabularized in alignment with the distributions presented in the ORCA paper and currently represents a partial completion of the full intended dataset, with ongoing generation to expand its scope. The data is primarily used for training and evaluation in the field of natural language processing.