Fix: Improve README clarity and fix minor typos

[anushka-179k]

Improved README documentation by fixing minor grammatical issues and enhancing clarity.

Changes:

• Corrected typo ("refered" → "referred")
• Improved wording for clarity
• Updated phrasing for better readability

Motivation:
To make the documentation clearer and more accessible for new contributors.

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 92.80%. Comparing base (77926a1) to head (5024579).
⚠️ Report is 1 commits behind head on main.

Additional details and impacted files

@@           Coverage Diff           @@
##             main    #1143   +/-   ##
=======================================
  Coverage   92.80%   92.80%           
=======================================
  Files          74       74           
  Lines        4325     4325           
=======================================
  Hits         4014     4014           
  Misses        311      311           

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