Update README.md

README.md

@@ -121,6 +121,8 @@ The model was trained using the [ServiceNow/BigDocs-Sketch2Flow](https://hugging
 * Trained with **16× NVIDIA H100 80GB GPUs** across two nodes.
 * Full Sharded Data Parallel (FSDP) training, no CPU offloading.
 
+---
+
 ## Evaluation
 
 ### Testing Data
@@ -156,11 +158,15 @@ All Evaluation metrics can be found in the official [StarFlow repo](https://gith
 
 Finetuning yields **large gains over base Pixtral-12B and GPT-4o**, particularly in matching workflow components and triggers.
 
+---
+
 ## Model Examination
 
 * Finetuned models capture **naming conventions** and structured execution logic better.
 * Failure modes include **missing ELSE branches** or **generic table names**.
 
+---
+
 ## Technical Specifications
 
 ### Model Architecture and Objective
@@ -173,6 +179,8 @@ Finetuning yields **large gains over base Pixtral-12B and GPT-4o**, particularly
 * **Hardware:** 16× NVIDIA H100 80GB (2 nodes)
 * **Software:** FSDP, bf16 mixed precision, PyTorch/Transformers
 
+---
+
 ## Citation
 
 **BibTeX:**
@@ -189,6 +197,8 @@ Finetuning yields **large gains over base Pixtral-12B and GPT-4o**, particularly
 **APA:**
 Béchard, P., Wang, C., Abaskohi, A., Rodriguez, J., Pal, C., Vazquez, D., Gella, S., Rajeswar, S., & Taslakian, P. (2025). **StarFlow: Generating Structured Workflow Outputs from Sketch Images**. *arXiv preprint arXiv:2503.21889*.
 
+---
+
 ## Glossary
 
 * **FlowSim**: Metric based on tree edit distance for workflows.
@@ -196,16 +206,22 @@ Béchard, P., Wang, C., Abaskohi, A., Rodriguez, J., Pal, C., Vazquez, D., Gella
 * **Trigger Match**: Correctness of predicted workflow trigger.
 * **Component Match**: Correctness of predicted components (order-agnostic).
 
+---
+
 ## More Information
 
 * [ServiceNow Flow Designer](https://www.servicenow.com/products/platform-flow-designer.html)
-* Related datasets: **synthetic, manual, digital, UI-rendered** workflows.
+* [StarFlow Blog](https://www.servicenow.com/blogs/2025/starflow-ai-turns-sketches-into-workflows)
+
+---
 
 ## The StarFlow Team
 
 * Patrice Béchard, Chao Wang, Amirhossein Abaskohi, Juan Rodriguez, Christopher Pal, David Vazquez, Spandana Gella, Sai Rajeswar, Perouz Taslakian
 
+---
+
 ## Model Card Contact
 
 * Patrice Bechard - [patrice.bechard@servicenow.com](mailto:patrice.bechard@servicenow.com)
-* ServiceNow Research – [research.servicenow.com](https://research.servicenow.com)
+* ServiceNow Research – [research.servicenow.com](https://research.servicenow.com)