Update README.md

README.md

@@ -61,9 +61,9 @@ It builds on the work done in [SciRepEval: A Multi-Format Benchmark for Scientif
 - **Shared by :** Allen AI
 - **Model type:** bert-base-uncased + adapters
 - **License:** Apache 2.0
-- **Finetuned from model [optional]:** [allenai/scibert](https://huggingface.co/allenai/scibert_scivocab_uncased).
+- **Finetuned from model:** [allenai/scibert](https://huggingface.co/allenai/scibert_scivocab_uncased).
 
-## Model Sources [optional]
+## Model Sources 
 
 <!-- Provide the basic links for the model. -->
 
@@ -111,7 +111,7 @@ output = model(**inputs)
 embeddings = output.last_hidden_state[:, 0, :]
 ```
 
-## Downstream Use [optional]
+## Downstream Use
 
 <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->