Update README.md

README.md

@@ -12,17 +12,24 @@ language:
 
 
 **Aug 2023 Update:**
-1. The SPECTER 2.0 Base and proximity adapter models have been renamed in Hugging Face based upon usage patterns as follows:
+1. **The SPECTER 2.0 Base and proximity adapter models have been renamed in Hugging Face based upon usage patterns as follows:**
 
 |Old Name|New Name|
 |--|--|
 |allenai/specter2|[allenai/specter2_base](https://huggingface.co/allenai/specter2_base)|
 |allenai/specter2_proximity|[allenai/specter2](https://huggingface.co/allenai/specter2)|
 
-2. We have a parallel version (termed [aug2023refresh](https://huggingface.co/allenai/specter2_aug2023refresh)) where the base transformer encoder version is pre-trained on a collection of newer papers (published after 2018).
-   However, for benchmarking purposes, please continue using the current version.
+2. **We have a parallel version (termed [aug2023refresh](https://huggingface.co/allenai/specter2_aug2023refresh)) where the base transformer encoder version is pre-trained on a collection of newer papers (published after 2018).
+   However, for benchmarking purposes, please continue using the current version.**
 
 
+An [adapter](https://adapterhub.ml) for the [allenai/specter2_base](https://huggingface.co/allenai/specter2_base) model that was trained on the [allenai/scirepeval](https://huggingface.co/datasets/allenai/scirepeval/) dataset.
+
+This adapter was created for usage with the **[adapter-transformers](https://github.com/Adapter-Hub/adapter-transformers)** library.
+
+## SPECTER 2.0
+
+<!-- Provide a quick summary of what the model is/does. -->
 
 SPECTER 2.0 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.