diff --git a/docs/changelog/2841.yaml b/docs/changelog/2841.yaml
index a7d97b704..91a4fa631 100644
--- a/docs/changelog/2841.yaml
+++ b/docs/changelog/2841.yaml
@@ -1,5 +1,5 @@
 pr: 2841
-summary: "Better messaging regarding OOM process termination"
+summary: "Better messaging regarding out of memory process termination"
 area: Machine Learning
 type: enhancement
 issues: []
diff --git a/docs/changelog/3008.yaml b/docs/changelog/3008.yaml
index e851b35d5..a225df470 100644
--- a/docs/changelog/3008.yaml
+++ b/docs/changelog/3008.yaml
@@ -1,5 +1,5 @@
 pr: 3008
-summary: "Harden pytorch_inference with TorchScript model graph validation"
+summary: "Harden `pytorch_inference` with TorchScript model graph validation"
 area: Machine Learning
 type: enhancement
 issues: [2890]
diff --git a/docs/changelog/3017.yaml b/docs/changelog/3017.yaml
index ae0820ff1..7bfc2bb68 100644
--- a/docs/changelog/3017.yaml
+++ b/docs/changelog/3017.yaml
@@ -1,5 +1,5 @@
 pr: 3017
-summary: "Fix flaky CIoManagerTest/testFileIoGood test"
+summary: "Fix flaky `CIoManagerTest/testFileIoGood` test"
 area: Machine Learning
 type: bug
 issues: []
diff --git a/docs/changelog/3078.yaml b/docs/changelog/3078.yaml
index e28475cd4..d97105c7c 100644
--- a/docs/changelog/3078.yaml
+++ b/docs/changelog/3078.yaml
@@ -1,5 +1,5 @@
 area: Machine Learning
 issues: []
 pr: 3078
-summary: Reject TorchScript custom state hooks before load and forbid inductor::_reinterpret_tensor
+summary: Reject TorchScript custom state hooks before load and forbid `inductor::_reinterpret_tensor`
 type: bug
diff --git a/docs/changelog/3080.yaml b/docs/changelog/3080.yaml
index f79dbf39d..7b73fa703 100644
--- a/docs/changelog/3080.yaml
+++ b/docs/changelog/3080.yaml
@@ -1,5 +1,5 @@
 area: Machine Learning
 issues: []
 pr: 3080
-summary: Reject non-native ABIs in ML seccomp filter (socketcall/getuid collision)
+summary: Harden the Linux system call filter for machine learning native processes to block non-native instruction set variants
 type: bug
diff --git a/docs/changelog/3081.yaml b/docs/changelog/3081.yaml
index 06926697d..a082284ea 100644
--- a/docs/changelog/3081.yaml
+++ b/docs/changelog/3081.yaml
@@ -1,5 +1,5 @@
 area: Machine Learning
 issues: []
 pr: 3081
-summary: Mark ML controller non-dumpable before accepting commands
+summary: Mark machine learning controller non-dumpable before accepting commands
 type: bug
diff --git a/docs/changelog/3090.yaml b/docs/changelog/3090.yaml
index 86e497d20..bcd45ff21 100644
--- a/docs/changelog/3090.yaml
+++ b/docs/changelog/3090.yaml
@@ -1,5 +1,5 @@
 pr: 3090
-summary: "Fix flaky concurrent LFU cache count invariant under lock timeouts"
+summary: "Fix flaky concurrent least frequently used (LFU) cache count invariant under lock timeouts"
 area: Machine Learning
 type: bug
 issues: []
diff --git a/docs/changelog/3143.yaml b/docs/changelog/3143.yaml
index 17165307c..cec89aaf5 100644
--- a/docs/changelog/3143.yaml
+++ b/docs/changelog/3143.yaml
@@ -1,5 +1,5 @@
 area: Machine Learning
 issues: []
 pr: 3143
-summary: Fail gracefully when restoring a categorizer with an out-of-range token ID
+summary: Fail gracefully when restoring a categorizer with an out of range token ID
 type: bug