diff --git a/lexeu-competition.md b/lexeu-competition.md
index 015d203c..1077de29 100644
--- a/lexeu-competition.md
+++ b/lexeu-competition.md
@@ -22,8 +22,8 @@ Participants are required to analyze a given test contract by scraping EU law da
 ### Steps to Participate:
 
 1. **Download Test Contract:** You can download it via this [link](https://docs.google.com/document/d/198d7gFJbVWttkIS9ZRUs_PTKIjhsOUeR/edit?usp=sharing&ouid=107667025862106683614&rtpof=true&sd=true).
-2. **Ingest EU Law Data:** Gather and store data in any format, its available [here](https://eur-lex.europa.eu/browse/directories/legislation.html?displayProfile=lastConsDocProfile&classification=in-force).
-3. **Optimized Data Retrieval:** Implement methods to retrieve only small, relevant portions of the law data for efficient analysis of the test contract. Try to create a custom retriever and parser
+2. **Ingest EU Law Data:** Gather and store data in any format, it's available [here](https://eur-lex.europa.eu/browse/directories/legislation.html?displayProfile=lastConsDocProfile&classification=in-force).
+3. **Optimized Data Retrieval:** Implement methods to retrieve only small, relevant portions of the law data for efficient analysis of the test contract. Try to create a custom retriever and a parser.
 4. **Analyze the Contract:** Use your optimized retrieval method to analyze the test contract against the EU law data.
 5. **Submission Criteria:** Your solution will be judged based on:
    - Amount of corrections/inconsistencies found
@@ -41,7 +41,7 @@ Participants are required to analyze a given test contract by scraping EU law da
 - **Documentation:** Refer to our [Documentation](https://docs.docsgpt.cloud/) for guidance.
 - **Discord Support:** Join our [Discord](https://discord.gg/n5BX8dh8rU) server for support and discussions related to the competition.
 - Try looking at existing [retrievers](https://github.com/arc53/DocsGPT/tree/main/application/retriever) and maybe creating a custom one
-- Try looking at [worker.py](https://github.com/arc53/DocsGPT/blob/main/application/worker.py) which ingests data and creating a custom one for EU law ingestion 
+- Try looking at [worker.py](https://github.com/arc53/DocsGPT/blob/main/application/worker.py) which ingests data and creating a custom one for ingesting EU law
 
 ## 👥 Community and Support: