Update README.md

README.md

@@ -1,6 +1,4 @@
 ---
-# For reference on model card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/modelcard.md?plain=1
-# Doc / guide: https://huggingface.co/docs/hub/model-cards
 datasets:
 - MU-NLPC/Calc-gsm8k
 - MU-NLPC/Calc-aqua_rat
@@ -21,7 +19,7 @@ This model generates reasoning chains over mathematical questions while **using
 
 ## Model Description
 
-With the idea to offload a symbolic reasoning from the stochastic language model, 
+With the idea to offload the symbolic computation from the stochastic language model, 
 we train this model to utilize a calculator **for all applicable numeric operations**.
 This is achieved by training the model to construct calls to the tool's API in this format:
 
@@ -50,7 +48,7 @@ which is subsequently served by extending model's decoder input context by addin
 
 Additionally to conventional generation, using Tool-augmented generation requires 
 (1) implementation of the tool(s) and 
-(2) a customization of generate() method augmenting input context on-demand with the outputs of the tools.
+(2) a customization of `generate()` method augmenting input context on-demand with the outputs of the tools.
 
 You can find these two components implemented in the attached **gadgets/model.py** and **gadgets/gadget.py** in this model's repo 
 and the project's [home repo](https://github.com/prompteus/calc-x).