Update README.md

README.md

@@ -9,7 +9,6 @@ tags:
 - document
 pipeline_tag: sentence-similarity
 ---
-
 # LayoutLM-Byne-v0.1
 ## The new SOTA in page retrieval from visually-rich documents.
 
@@ -33,13 +32,13 @@ We have fine-tuned the model on the DocVQA [2] dataset, showing the potential im
 | LayoutLM-Byne (our model)       | 0.3491         | **0.4269**     | **0.5436**     |
 | Improvement over best competitor| -1.61%         | +5.62%         | +18.87%        |
 
-It is important to highlight that the model is still in alpha, so further work is required to reveal it's potential.
+It is important to highlight that the model is still in alpha, so further work is required to reveal its potential.
 
 ### Usage
 Please refer to the [Colab workbook](https://colab.research.google.com/drive/1YkPtCOrXdDMTv_gm14VoZeofJoNRotzO?usp=sharing) or the blog post to learn more!
 
 ### Get in touch
-Reach out to [[email protected]](mailto:[email protected]) if you'd like help with deploying the model in commerical setting.
+Reach out to [[email protected]](mailto:[email protected]) if you'd like help with deploying the model in a commercial setting.
 
 [1] Xu, Y., Li, M., Cui, L., Huang, S., Wei, F., & Zhou, M. (2020). LayoutLM: Pre-training of Text and Layout for Document Image Understanding. In Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (pp. 1192-1200).