Update README.md

README.md

@@ -4,21 +4,27 @@ datasets:
 - allenai/scirepeval
 ---
 
+## SPECTER2
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+SPECTER2 is a family of models that succeeds [SPECTER](https://huggingface.co/allenai/specter) and is capable of generating task specific embeddings for scientific tasks when paired with [adapters](https://huggingface.co/models?search=allenai/specter-2_).
+This is the base encoder to be used with relevant task specific adapters.
+Given the combination of title and abstract of a scientific paper or a short texual query, the model can be used to generate effective embeddings to be used in downstream applications.
+
+**Note:For general embedding purposes, please use [allenai/specter2](https://huggingface.co/allenai/specter2).**
+
+**To get the best performance on a downstream task type please load the associated adapter () with the base model as in the example below.**
+
 **Dec 2023 Update:**
 
 Model usage updated to be compatible with latest versions of transformers and adapters (newly released update to adapter-transformers) libraries.
 
-
 **\*\*\*\*\*\*Update\*\*\*\*\*\***
 
 This update introduces a new set of SPECTER2 models with the base transformer encoder pre-trained on an extended citation dataset containing more recent papers.
 For benchmarking purposes please use the existing SPECTER2 [models](https://huggingface.co/allenai/specter2) w/o the **aug2023refresh** suffix.
 
-# SPECTER2 (Base)
-SPECTER2 is the successor to [SPECTER](https://huggingface.co/allenai/specter) and is capable of generating task specific embeddings for scientific tasks when paired with [adapters](https://huggingface.co/models?search=allenai/specter-2_).
-This is the base model to be used along with the adapters.
-Given the combination of title and abstract of a scientific paper or a short texual query, the model can be used to generate effective embeddings to be used in downstream applications.
-
 **Note:For general embedding purposes, please use [allenai/specter2](https://huggingface.co/allenai/specter2).**
 
 **To get the best performance on a downstream task type please load the associated adapter with the base model as in the example below.**