Update README.md

README.md

@@ -25,7 +25,7 @@ nasa-smd-ibm-v0.1 is a RoBERTa-based, Encoder-only transformer model, domain-ada
 - AMS Publications
 - Scientific papers from Astrophysics Data Systems
 - PubMed abstracts
-- PMC (commercial license subset)
+- PubMedCentral (PMC) (commercial license subset)
 
 
 
@@ -39,7 +39,8 @@ nasa-smd-ibm-v0.1 is a RoBERTa-based, Encoder-only transformer model, domain-ada
 - Pruned SQuAD2.0 (SQ2) Benchmark
 - NASA SMD Experts Benchmark (WIP)
 
-![Dataset Chart](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/h_Tf-mpBFzeUaRR2xeq7g.png)
+
+![Dataset Chart](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/57mserGUuNolLzL0YrUqZ.png)
 ![BLURB Benchmark Results](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/K0IpQnTQmrfQJ1JXxn1B6.png)
 ![SQ2 Benchmark Results](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/R4oMJquUz4puah3lvd5Ve.png)
 
@@ -47,6 +48,10 @@ nasa-smd-ibm-v0.1 is a RoBERTa-based, Encoder-only transformer model, domain-ada
 - Named Entity Recognition (NER)
 - Information Retrieval
 - Sentence Transformers
+- Extractive QA
+- 
+
+For NASA SMD related, scientific usecases.
 
 ## Citation
 If you find this work useful, please cite using the following bibtex citation:
@@ -81,7 +86,6 @@ NASA SMD
 - Elizabeth Fancher
 - Lauren Sanders
 - Sylvain Costes
-- Suman Sinha Ray
 - Sergi Blanco-Cuaresma
 - Kelly Lockhart
 - Thomas Allen
@@ -96,9 +100,3 @@ NASA SMD
 ## Disclaimer
 
 This Encoder-only model is currently in an experimental phase. We are working to improve the model's capabilities and performance, and as we progress, we invite the community to engage with this model, provide feedback, and contribute to its evolution.
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