Update README.md

README.md

@@ -8,8 +8,8 @@ tags:
 pretty_name: Time Series PILE
 ---
 # Time Series PILE
-We compiled The Time-series Pile, a large collection of publicly available data from diverse domains, ranging from healthcare to engineering to finance. The Time-series Pile comprises of over 5
-public time-series databases, from several diverse domains for pre-training and evaluation.
+The Time-series Pile is a large collection of publicly available data from diverse domains, ranging from healthcare to engineering and finance. It comprises of over 5
+public time-series databases, from several diverse domains for time series foundation model pre-training and evaluation.
 
 # Time Series PILE Description
 
@@ -30,7 +30,7 @@ For more details about the Time Series PILE, check out our paper [here](https://
 <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
 
 **BibTeX:**
-If you use MOMENT please cite our paper: 
+If you find the Time Series Pile and our model MOMENT useful, please consider citing our paper: 
 
 ```bibtex
 @inproceedings{goswami2024moment,
@@ -45,4 +45,4 @@ If you use MOMENT please cite our paper:
 **APA:**
 
 Goswami, M., Szafer, K., Choudhry, A., Cai, Y., Li, S., & Dubrawski, A. (2024). 
-MOMENT: A Family of Open Time-series Foundation Models. arXiv preprint arXiv:2402.03885.
+MOMENT: A Family of Open Time-series Foundation Models. In International Conference on Machine Learning. PMLR.