Fix typo and improve README clarity

README.md

@@ -4,8 +4,8 @@ description: "Pretrained weights for CLIBD, a multimodal model bridging vision a
 
 # Model Card for CLIBD
 
-In this model repo we provide the official pretrained models used in the paper **CLIBD: Bridging Vision and Genomics for Biodiversity Monitoring at Scale.**
-The model usage and code can be found in the [github repo](https://github.com/bioscan-ml/clibd).
+Official pretrained models for **CLIBD: Bridging Vision and Genomics for Biodiversity Monitoring at Scale.**
+Model usage and code: [github.com/bioscan-ml/clibd](https://github.com/bioscan-ml/clibd).
 
 ## Model Details
 
@@ -56,6 +56,6 @@ You can also find the processed data from [here](https://huggingface.co/datasets
 
 We would like to express our gratitude for the use of the INSECT dataset, which played a pivotal role in the completion of our experiments. Additionally, we acknowledge the use and modification of code from the [Fine-Grained-ZSL-with-DNA](https://github.com/sbadirli/Fine-Grained-ZSL-with-DNA) repository, which facilitated part of our experimental work. The contributions of these resources have been invaluable to our project, and we appreciate the efforts of all developers and researchers involved.
 
-This reseach was supported by the Government of Canada’s New Frontiers in Research Fund (NFRF) [NFRFT-2020-00073],
+This research was supported by the Government of Canada’s New Frontiers in Research Fund (NFRF) [NFRFT-2020-00073],
 Canada CIFAR AI Chair grants, and the Pioneer Centre for AI (DNRF grant number P1).
 This research was also enabled in part by support provided by the Digital Research Alliance of Canada (alliancecan.ca).