Update README.md

README.md

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 license: apache-2.0
 ---
 
-This repo offers a set of small models fine tuned to specific NLP tasks.
-These models are designed to work with nlm-utils. Checkout this repo for examples:
-https://github.com/nlmatics/nlm-utils
+This repo offers a set of fairseq roberta based models fine tuned to specific NLP tasks.
+These models are:
+- Small
+- Easy to host on T4 or V100
+- 100x faster than using LLMs for similar tasks
+- Easy to fine tune
+
+*To run the models:* Use https://github.com/nlmatics/nlm-model-service
+*To acccess the models* Use https://github.com/nlmatics/nlm-utils 
 
 ## List of Models
 
-1. [roberta.large.boolq](./roberta.large.boolq)
+Click on each model to see details:
+
+1. [roberta.large.boolq](https://huggingface.co/ansukla/roberta/tree/main/roberta.large.boolq)   
+2. [roberta.large.qa](https://huggingface.co/ansukla/roberta/tree/main/roberta.large.qa)
+3. [roberta.large.stsb](https://huggingface.co/ansukla/roberta/tree/main/roberta.large.stsb)
+4. [roberta.large.phraseqa](https://huggingface.co/ansukla/roberta/tree/main/roberta.large.phraseqa)
+5. [roberta.large.qasrl](https://huggingface.co/ansukla/roberta/tree/main/roberta.large.qasrl)
+6. [roberta.large.qatype.lower.RothWithQ](https://huggingface.co/ansukla/roberta/tree/main/roberta.large.qatype.lower.RothWithQ)
+7. [roberta.large.io_qa](https://huggingface.co/ansukla/roberta/tree/main/roberta.large.io_qa)