diff --git a/datasets/adv_glue/README.md b/datasets/adv_glue/README.md
index 2a66097bfc9..52e7af90c09 100644
--- a/datasets/adv_glue/README.md
+++ b/datasets/adv_glue/README.md
@@ -1,6 +1,6 @@
 ---
 annotations_creators:
-- unknown
+- other
 language_creators:
 - machine-generated
 language:
diff --git a/datasets/air_dialogue/README.md b/datasets/air_dialogue/README.md
index 5379775e8e6..e0906461028 100644
--- a/datasets/air_dialogue/README.md
+++ b/datasets/air_dialogue/README.md
@@ -1,7 +1,7 @@
 ---
 pretty_name: AirDialogue
 annotations_creators:
-- human-annotated
+- crowdsourced
 language_creators:
 - machine-generated
 language:
diff --git a/datasets/eth_py150_open/README.md b/datasets/eth_py150_open/README.md
index ac1d4804fd1..a0e0dc51026 100644
--- a/datasets/eth_py150_open/README.md
+++ b/datasets/eth_py150_open/README.md
@@ -1,6 +1,6 @@
 ---
 annotations_creators:
-- no-annotations
+- no-annotation
 language_creators:
 - machine-generated
 language:
diff --git a/datasets/ethos/README.md b/datasets/ethos/README.md
index f66a0440553..64505e3adb7 100644
--- a/datasets/ethos/README.md
+++ b/datasets/ethos/README.md
@@ -3,7 +3,8 @@ annotations_creators:
 - crowdsourced
 - expert-generated
 language_creators:
-- found, other
+- found
+- other
 language:
 - en
 license:
diff --git a/datasets/glue/README.md b/datasets/glue/README.md
index 0bfe66f279d..4a8d7e4cc3a 100644
--- a/datasets/glue/README.md
+++ b/datasets/glue/README.md
@@ -1,8 +1,8 @@
 ---
 annotations_creators:
-- unknown
+- other
 language_creators:
-- unknown
+- other
 language:
 - en
 license:
@@ -12,7 +12,7 @@ multilinguality:
 size_categories:
 - 10K<n<100K
 source_datasets:
-- unknown
+- original
 task_categories:
 - text-classification
 task_ids:
diff --git a/datasets/ohsumed/README.md b/datasets/ohsumed/README.md
index 9ca113cb714..a1e4428db27 100644
--- a/datasets/ohsumed/README.md
+++ b/datasets/ohsumed/README.md
@@ -1,7 +1,7 @@
 ---
 pretty_name: Ohsumed
 annotations_creators:
-- human-annotated
+- expert-generated
 language_creators:
 - crowdsourced
 language:
diff --git a/datasets/speech_commands/README.md b/datasets/speech_commands/README.md
index 1c404399874..22f4e06e2cd 100644
--- a/datasets/speech_commands/README.md
+++ b/datasets/speech_commands/README.md
@@ -18,7 +18,7 @@ task_ids:
 - keyword-spotting
 size_categories:
 - 100K<n<1M
-- 10K<n<100
+- 10K<n<100K
 configs:
 - v0.01
 - v0.02