Update README.md

README.md

@@ -16,7 +16,7 @@ datasets:
 
 # Model Card for nasa-smd-ibm-v0.1 (Indus)
 
-nasa-smd-ibm-v0.1 (Currently named as Indus) is a RoBERTa-based, Encoder-only transformer model, domain-adapted for NASA Science Mission Directorate (SMD) applications. It's fine-tuned on scientific journals and articles relevant to NASA SMD, aiming to enhance natural language technologies like information retrieval and intelligent search.
+nasa-smd-ibm-v0.1 (Indus) is a RoBERTa-based, Encoder-only transformer model, domain-adapted for NASA Science Mission Directorate (SMD) applications. It's fine-tuned on scientific journals and articles relevant to NASA SMD, aiming to enhance natural language technologies like information retrieval and intelligent search.
 
 ## Model Details
 - **Base Model**: RoBERTa
@@ -41,19 +41,21 @@ nasa-smd-ibm-v0.1 (Currently named as Indus) is a RoBERTa-based, Encoder-only tr
 - **Strategy**: Masked Language Modeling (MLM)
 
 ## Evaluation
-- BLURB Benchmark
-- Pruned SQuAD2.0 (SQ2) Benchmark (Amazon Rainforest, Oxygen, Geology and NASA ES QAs)
-- NASA SMD Expert QA Benchmark (WIP)
 
+### BLURB benchmark
 
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/EtCC3U_tMCv3bfLqQdqQm.png)
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/Ipw5xR99qUORGkn5Z8JkA.png)
+(Standard deviation across 10 random seeds in parenthesis. Macro avg. reported across datasets and micro avg. computed by averaging scores on each task then averaging across task averages.)
 
-![Pruned SQ2 Benchmark](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/ruh6-IyiNlUiK21Ej4lDM.png)
+### Climate Change NER, and NASA-QA benchmark
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/61099e5d86580d4580767226/ncTupw9tNVf6pSBD5VnOh.png)
+(Climate Change NER and NASA-QA benchmark results. Standard Deviation over multiple runs given in parantheses)
 
 Please refer to the following dataset cards for further benchmarks and evaluation
-- NASA IR Benchmark - https://huggingface.co/datasets/nasa-impact/nasa-smd-IR-benchmark
-- NASA SMD Expert QA Benchmark - https://huggingface.co/datasets/nasa-impact/nasa-smd-qa-benchmark
-- Climate CHange Benchmark - https://huggingface.co/datasets/ibm/Climate-Change-NER
+- NASA-IR Benchmark - https://huggingface.co/datasets/nasa-impact/nasa-smd-IR-benchmark
+- NASA-QA Benchmark - https://huggingface.co/datasets/nasa-impact/nasa-smd-qa-benchmark
+- Climate Change NER Benchmark - https://huggingface.co/datasets/ibm/Climate-Change-NER
 
 ## Uses
 - Named Entity Recognition (NER)
@@ -65,7 +67,7 @@ For NASA SMD related, scientific usecases.
 
 ## Note
 
-Accompanying paper can be found here: https://arxiv.org/abs/2405.10725
+Accompanying preprint paper can be found here: https://arxiv.org/abs/2405.10725.
 
 
 ## Citation