Update README.md

README.md

@@ -146,7 +146,7 @@ Like all LLMs, SN-13B-8k-Instruct has certain limitations:
 
 ## Acknowledgment
 
-We appreciate [Scrolls](https://www.scrolls-benchmark.com/) and [ZeroScrolls](https://www.zero.scrolls-benchmark.com/) for their contributions to creating effective benchmarks to test the long sequence understanding of Large Language Models.
+We appreciate [Scrolls](https://www.scrolls-benchmark.com/) and [ZeroScrolls](https://www.zero.scrolls-benchmark.com/) for their contributions in creating effective benchmarks to test the long sequence understanding of Large Language Models.
 We appreciate [lm-eval-harness](https://github.com/EleutherAI/lm-evaluation-harness) and [HELM](https://crfm.stanford.edu/helm/latest/) for their essential benchmarking contributions, 
 which were both very helpful in evaluating SN-13B-8k-Instruct's performance. We appreciate the inspiration from the wave of various recent open-source long sequence models, 
 including [XGen](https://blog.salesforceairesearch.com/xgen/), [MPT](https://www.mosaicml.com/blog/long-context-mpt-7b-8k), and