diff --git a/release-notes/opensearch-neural-search.release-notes-2.4.0.0.md b/release-notes/opensearch-neural-search.release-notes-2.4.0.0.md
index 751ab8223..ff4c3c632 100644
--- a/release-notes/opensearch-neural-search.release-notes-2.4.0.0.md
+++ b/release-notes/opensearch-neural-search.release-notes-2.4.0.0.md
@@ -4,44 +4,44 @@ Compatible with OpenSearch 2.4.0
 
 ### Features
 
-* Add MLCommonsClientAccessor and MLPredict TransportAction for accessing the MLClient's predict API [#16](https://github.com/opensearch-project/neural-search/pull/16)
-* Add parsing logic for neural query [#15](https://github.com/opensearch-project/neural-search/pull/15)
-* Integrate model inference to build neural query [#20](https://github.com/opensearch-project/neural-search/pull/20)
-* Add text embedding processor to neural search [#18](https://github.com/opensearch-project/neural-search/pull/18)
+* Add MLCommonsClientAccessor and MLPredict TransportAction for accessing the MLClient's predict API ([#16](https://github.com/opensearch-project/neural-search/pull/16))
+* Add parsing logic for neural query ([#15](https://github.com/opensearch-project/neural-search/pull/15))
+* Integrate model inference to build neural query ([#20](https://github.com/opensearch-project/neural-search/pull/20))
+* Add text embedding processor to neural search ([#18](https://github.com/opensearch-project/neural-search/pull/18))
 
 ### Enhancements
 
-* Change text embedding processor to async mode for better isolation [#27](https://github.com/opensearch-project/neural-search/pull/27)
+* Change text embedding processor to async mode for better isolation ([#27](https://github.com/opensearch-project/neural-search/pull/27))
 
 ### Bug Fixes
 
-* Update the model function name from CUSTOM to TEXT_EMBEDDING as per the latest changes in MLCommons [#17](https://github.com/opensearch-project/neural-search/pull/17)
-* Fix the locale changes from locale.default to locale.ROOT to fix the tests failing on Windows [#43](https://github.com/opensearch-project/neural-search/pull/43)
+* Update the model function name from CUSTOM to TEXT_EMBEDDING as per the latest changes in MLCommons ([#17](https://github.com/opensearch-project/neural-search/pull/17))
+* Fix the locale changes from locale.default to locale.ROOT to fix the tests failing on Windows ([#43](https://github.com/opensearch-project/neural-search/pull/43))
 
 ### Infrastructure
 
-* Initial commit for setting up the neural search plugin [#2](https://github.com/opensearch-project/neural-search/pull/2)
-* Fix CI and Link Checker GitHub workflows [#3](https://github.com/opensearch-project/neural-search/pull/3)
-* Enable the K-NN plugin and ML plugin for integ test cluster [#6](https://github.com/opensearch-project/neural-search/pull/6)
-* Add dependency on k-NN plugin [#10](https://github.com/opensearch-project/neural-search/pull/10)
-* Switch pull_request_target to pull_request in CI [#26](https://github.com/opensearch-project/neural-search/pull/26)
-* Fix minor build.gradle issues [#28](https://github.com/opensearch-project/neural-search/pull/28)
-* Fix group id for ml-commons dependency [#32](https://github.com/opensearch-project/neural-search/pull/32)
-* Add Windows support for CI [#40](https://github.com/opensearch-project/neural-search/pull/40)
-* Add opensearch prefix to plugin name [#38](https://github.com/opensearch-project/neural-search/pull/38)
-* Add integration tests for neural query [#36](https://github.com/opensearch-project/neural-search/pull/36)
-* Switch processor IT to use Lucene [#48](https://github.com/opensearch-project/neural-search/pull/48)
-* Add release note draft automation [#52](https://github.com/opensearch-project/neural-search/pull/52)
+* Initial commit for setting up the neural search plugin ([#2](https://github.com/opensearch-project/neural-search/pull/2))
+* Fix CI and Link Checker GitHub workflows ([#3](https://github.com/opensearch-project/neural-search/pull/3))
+* Enable the K-NN plugin and ML plugin for integ test cluster ([#6](https://github.com/opensearch-project/neural-search/pull/6))
+* Add dependency on k-NN plugin ([#10](https://github.com/opensearch-project/neural-search/pull/10))
+* Switch pull_request_target to pull_request in CI ([#26](https://github.com/opensearch-project/neural-search/pull/26))
+* Fix minor build.gradle issues ([#28](https://github.com/opensearch-project/neural-search/pull/28))
+* Fix group id for ml-commons dependency ([#32](https://github.com/opensearch-project/neural-search/pull/32))
+* Add Windows support for CI ([#40](https://github.com/opensearch-project/neural-search/pull/40))
+* Add opensearch prefix to plugin name ([#38](https://github.com/opensearch-project/neural-search/pull/38))
+* Add integration tests for neural query ([#36](https://github.com/opensearch-project/neural-search/pull/36))
+* Switch processor IT to use Lucene ([#48](https://github.com/opensearch-project/neural-search/pull/48))
+* Add release note draft automation ([#52](https://github.com/opensearch-project/neural-search/pull/52))
 
 ### Documentation
 
-* Add additional maintainers to repo [#8](https://github.com/opensearch-project/neural-search/pull/8)
-* Fix headers in README [#13](https://github.com/opensearch-project/neural-search/pull/13)
+* Add additional maintainers to repo ([#8](https://github.com/opensearch-project/neural-search/pull/8))
+* Fix headers in README ([#13](https://github.com/opensearch-project/neural-search/pull/13))
 
 ### Maintenance
 
-* Upgrade plugin to 2.4 and refactor zip dependencies [#25](https://github.com/opensearch-project/neural-search/pull/25)
+* Upgrade plugin to 2.4 and refactor zip dependencies ([#25](https://github.com/opensearch-project/neural-search/pull/25))
 
 ### Refactoring
 
-* Refactor project package structure [#55](https://github.com/opensearch-project/neural-search/pull/55)
+* Refactor project package structure ([#55](https://github.com/opensearch-project/neural-search/pull/55))