add viz and disclaimer

README.md

@@ -19,6 +19,7 @@ tags:
 ## **Model Overview**
 
 ![viz.png](viz.png)
+
 *Preview of the model output on the example image.*
 
 The input of this model is expected to be a table image. You can use the [Nemoretriever Page Element v3](https://huggingface.co/nvidia/nemoretriever-page-elements-v3) to detect and crop such images.
@@ -43,7 +44,6 @@ The use of this model is governed by the [NVIDIA Open Model License Agreement](h
 
 **You are responsible for ensuring that your use of NVIDIA provided models complies with all applicable laws.**
 
-
 ### Team
 
 - Theo Viel
@@ -180,6 +180,12 @@ If you wish to do additional training, [refer to the original repo](https://gith
 Additional post-processing might be required to use the model as part of a data extraction pipeline. 
 We provide examples in the notebook `Demo.ipynb`.
 
+**Disclaimer:**
+We are aware of some issues with the model, and will provide a v2 with improved performance in the future which addresses the following issues:
+- The model appears to be less confident in detecting cells in the bottom of the table, which sometimes results in missed cells.
+- Add an extra class for table titles
+- Add support for non full-page tables
+
 <!---
 ### Software Integration