diff --git a/prepare/cards/arc.py b/prepare/cards/arc.py
index d556f949f7..25650a3b14 100644
--- a/prepare/cards/arc.py
+++ b/prepare/cards/arc.py
@@ -7,7 +7,7 @@
 
 for subtask in subtasks:
     card = TaskCard(
-        loader=LoadHF(path="ai2_arc", name=subtask),
+        loader=LoadHF(path="allenai/ai2_arc", name=subtask),
         preprocess_steps=[
             Set({"topic": "science"}),
             Rename(field_to_field={"answerKey": "label", "choices": "_choices"}),
diff --git a/prepare/cards/billsum.py b/prepare/cards/billsum.py
index d0c8055423..dbc0a06c5d 100644
--- a/prepare/cards/billsum.py
+++ b/prepare/cards/billsum.py
@@ -10,7 +10,7 @@
 n_chars_to_filter_by_list = ["max", 6000, 10000]
 for n_chars_to_filter_by in n_chars_to_filter_by_list:
     card = TaskCard(
-        loader=LoadHF(path="billsum"),
+        loader=LoadHF(path="FiscalNote/billsum"),
         preprocess_steps=[
             SplitRandomMix(
                 {"train": "train[87.5%]", "validation": "train[12.5%]", "test": "test"}
diff --git a/prepare/cards/clinc_oos.py b/prepare/cards/clinc_oos.py
index e73568d312..68a32429bb 100644
--- a/prepare/cards/clinc_oos.py
+++ b/prepare/cards/clinc_oos.py
@@ -171,7 +171,7 @@
 
 for subset in ["small", "imbalanced", "plus"]:
     card = TaskCard(
-        loader=LoadHF(path="clinc_oos", name=subset),
+        loader=LoadHF(path="clinc/clinc_oos", name=subset),
         preprocess_steps=[
             Shuffle(page_size=sys.maxsize),
             Rename(field_to_field={"intent": "label"}),
diff --git a/prepare/cards/cnn_dailymail.py b/prepare/cards/cnn_dailymail.py
index ee7c37cc46..ff7dbd13dc 100644
--- a/prepare/cards/cnn_dailymail.py
+++ b/prepare/cards/cnn_dailymail.py
@@ -9,7 +9,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="cnn_dailymail", name="3.0.0"),
+    loader=LoadHF(path="abisee/cnn_dailymail", name="3.0.0"),
     preprocess_steps=[
         Rename(field_to_field={"article": "document"}),
         Wrap(field="highlights", inside="list", to_field="summaries"),
diff --git a/prepare/cards/copa.py b/prepare/cards/copa.py
index 8ae00e9cf5..d6e0172ac5 100644
--- a/prepare/cards/copa.py
+++ b/prepare/cards/copa.py
@@ -10,7 +10,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="super_glue", name="copa"),
+    loader=LoadHF(path="aps/super_glue", name="copa"),
     preprocess_steps=[
         "splitters.small_no_test",
         ListFieldValues(fields=["choice1", "choice2"], to_field="choices"),
diff --git a/prepare/cards/dbpedia_14.py b/prepare/cards/dbpedia_14.py
index 63cb2c6f53..3744e11f4e 100644
--- a/prepare/cards/dbpedia_14.py
+++ b/prepare/cards/dbpedia_14.py
@@ -34,7 +34,7 @@
 mappers = {str(i): cls for i, cls in enumerate(classes)}
 
 card = TaskCard(
-    loader=LoadHF(path=f"{dataset_name}"),
+    loader=LoadHF(path="fancyzhx/dbpedia_14"),
     preprocess_steps=[
         Shuffle(page_size=sys.maxsize),
         SplitRandomMix(
diff --git a/prepare/cards/ethos.py b/prepare/cards/ethos.py
index 3ad32db9f6..298054b44b 100644
--- a/prepare/cards/ethos.py
+++ b/prepare/cards/ethos.py
@@ -12,7 +12,7 @@
 
 card = TaskCard(
     loader=LoadHF(
-        path="ethos",
+        path="iamollas/ethos",
         revision="refs/convert/parquet",
         data_dir="binary",
         splits=["train"],
diff --git a/prepare/cards/go_emotions.py b/prepare/cards/go_emotions.py
index 97cf5911fa..e5c0c061b9 100644
--- a/prepare/cards/go_emotions.py
+++ b/prepare/cards/go_emotions.py
@@ -11,13 +11,13 @@
 dataset_name = "go_emotions"
 subset = "simplified"
 
-ds_builder = load_dataset_builder(dataset_name, subset)
+ds_builder = load_dataset_builder("google-research-datasets/go_emotions", subset)
 classes = ds_builder.info.features["labels"].feature.names
 
 mappers = {str(i): cls for i, cls in enumerate(classes)}
 
 card = TaskCard(
-    loader=LoadHF(path=dataset_name, name=subset),
+    loader=LoadHF(path="google-research-datasets/go_emotions", name=subset),
     preprocess_steps=[
         MapInstanceValues(mappers={"labels": mappers}, process_every_value=True),
         Set(
diff --git a/prepare/cards/hellaswag.py b/prepare/cards/hellaswag.py
index 1162f40d5e..0a77bdab84 100644
--- a/prepare/cards/hellaswag.py
+++ b/prepare/cards/hellaswag.py
@@ -4,7 +4,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="hellaswag"),
+    loader=LoadHF(path="Rowan/hellaswag"),
     preprocess_steps=[
         "splitters.large_no_test",
         Rename(
diff --git a/prepare/cards/human_eval.py b/prepare/cards/human_eval.py
index 1e8f7ca3ba..a5014e30e6 100644
--- a/prepare/cards/human_eval.py
+++ b/prepare/cards/human_eval.py
@@ -15,7 +15,7 @@
     get_asserts = '[t for t in re.findall(r"assert.*?(?=\\n\\s*assert|$)", test.replace("candidate", entry_point), re.DOTALL)]'
 
     card = TaskCard(
-        loader=LoadHF(path="openai_humaneval", split="test"),
+        loader=LoadHF(path="openai/openai_humaneval", split="test"),
         preprocess_steps=[
             ExecuteExpression(
                 expression=get_asserts, imports_list=["re"], to_field="test_list"
diff --git a/prepare/cards/ledgar.py b/prepare/cards/ledgar.py
index 5a29807dba..9716799e40 100644
--- a/prepare/cards/ledgar.py
+++ b/prepare/cards/ledgar.py
@@ -10,7 +10,7 @@
 
 dataset_name = "ledgar"
 
-ds_builder = load_dataset_builder("lex_glue", dataset_name)
+ds_builder = load_dataset_builder("coastalcph/lex_glue", dataset_name)
 classlabels = ds_builder.info.features["label"]
 
 mappers = {}
@@ -18,7 +18,7 @@
     mappers[str(i)] = classlabels.names[i]
 
 card = TaskCard(
-    loader=LoadHF(path="lex_glue", name=f"{dataset_name}"),
+    loader=LoadHF(path="coastalcph/lex_glue", name=f"{dataset_name}"),
     preprocess_steps=[
         MapInstanceValues({"label": mappers}),
         Set(
diff --git a/prepare/cards/mbpp.py b/prepare/cards/mbpp.py
index 51da1d2924..0dc7382921 100644
--- a/prepare/cards/mbpp.py
+++ b/prepare/cards/mbpp.py
@@ -11,7 +11,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="mbpp", name="full", split="test"),
+    loader=LoadHF(path="google-research-datasets/mbpp", name="full", split="test"),
     preprocess_steps=[
         JoinStr(field_to_field={"test_list": "test_list_str"}, separator=os.linesep),
     ],
diff --git a/prepare/cards/mlsum.py b/prepare/cards/mlsum.py
index 50e28ad039..75b551835e 100644
--- a/prepare/cards/mlsum.py
+++ b/prepare/cards/mlsum.py
@@ -12,7 +12,7 @@
 for lang in langs:
     card = TaskCard(
         loader=LoadHF(
-            path="mlsum",
+            path="reciTAL/mlsum",
             revision="refs/convert/parquet",
             data_dir=lang,
             splits=["train", "test", "validation"],
diff --git a/prepare/cards/openbookqa.py b/prepare/cards/openbookqa.py
index 309c04b942..8b64245af3 100644
--- a/prepare/cards/openbookqa.py
+++ b/prepare/cards/openbookqa.py
@@ -4,7 +4,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="openbookqa"),
+    loader=LoadHF(path="allenai/openbookqa"),
     preprocess_steps=[
         Rename(
             field_to_field={"choices/text": "choices_text", "choices/label": "labels"},
diff --git a/prepare/cards/piqa.py b/prepare/cards/piqa.py
index 0bc2f352a5..68cea70fbf 100644
--- a/prepare/cards/piqa.py
+++ b/prepare/cards/piqa.py
@@ -4,7 +4,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="piqa", revision="refs/pr/9"),
+    loader=LoadHF(path="ybisk/piqa", revision="refs/pr/9"),
     preprocess_steps=[
         ListFieldValues(fields=["sol1", "sol2"], to_field="choices"),
         Rename(
diff --git a/prepare/cards/race.py b/prepare/cards/race.py
index 06bc875b80..53fa8ef4c7 100644
--- a/prepare/cards/race.py
+++ b/prepare/cards/race.py
@@ -7,7 +7,7 @@
 
 for subset in ["all", "high", "middle"]:
     card = TaskCard(
-        loader=LoadHF(path="race", name=subset),
+        loader=LoadHF(path="ehovy/race", name=subset),
         preprocess_steps=[
             Set({"numbering": numbering}),
             IndexOf(search_in="numbering", index_of="answer", to_field="answer"),
diff --git a/prepare/cards/sciq.py b/prepare/cards/sciq.py
index e9d4c456d4..8fac884575 100644
--- a/prepare/cards/sciq.py
+++ b/prepare/cards/sciq.py
@@ -10,7 +10,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="sciq"),
+    loader=LoadHF(path="allenai/sciq"),
     preprocess_steps=[
         ListFieldValues(
             fields=["distractor1", "distractor2", "distractor3", "correct_answer"],
diff --git a/prepare/cards/squad.py b/prepare/cards/squad.py
index 5d819ce6c4..f34072481c 100644
--- a/prepare/cards/squad.py
+++ b/prepare/cards/squad.py
@@ -4,7 +4,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="squad"),
+    loader=LoadHF(path="rajpurkar/squad"),
     preprocess_steps=[
         "splitters.small_no_test",
         Copy(field="answers/text", to_field="answers"),
diff --git a/prepare/cards/translation/wmt/en_de.py b/prepare/cards/translation/wmt/en_de.py
index a091173d48..374df88d99 100644
--- a/prepare/cards/translation/wmt/en_de.py
+++ b/prepare/cards/translation/wmt/en_de.py
@@ -3,7 +3,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="wmt16", name="de-en", streaming=True),
+    loader=LoadHF(path="wmt/wmt16", name="de-en", streaming=True),
     preprocess_steps=[
         Copy(
             field_to_field=[
diff --git a/prepare/cards/translation/wmt/en_fr.py b/prepare/cards/translation/wmt/en_fr.py
index 2cf30196a9..b4789386cb 100644
--- a/prepare/cards/translation/wmt/en_fr.py
+++ b/prepare/cards/translation/wmt/en_fr.py
@@ -3,7 +3,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="wmt14", name="fr-en", streaming=True),
+    loader=LoadHF(path="wmt/wmt14", name="fr-en", streaming=True),
     preprocess_steps=[
         Copy(
             field_to_field=[
diff --git a/prepare/cards/translation/wmt/en_ro.py b/prepare/cards/translation/wmt/en_ro.py
index 7a07945c50..72e8c0265b 100644
--- a/prepare/cards/translation/wmt/en_ro.py
+++ b/prepare/cards/translation/wmt/en_ro.py
@@ -3,7 +3,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="wmt16", name="ro-en", streaming=True),
+    loader=LoadHF(path="wmt/wmt16", name="ro-en", streaming=True),
     preprocess_steps=[
         Copy(
             field_to_field=[
diff --git a/prepare/cards/trec.py b/prepare/cards/trec.py
index b74f054f85..72c2467ca5 100644
--- a/prepare/cards/trec.py
+++ b/prepare/cards/trec.py
@@ -124,7 +124,7 @@
 
 card = TaskCard(
     loader=LoadHF(
-        path="trec", revision="refs/convert/parquet", splits=["train", "test"]
+        path="CogComp/trec", revision="refs/convert/parquet", splits=["train", "test"]
     ),
     preprocess_steps=[
         Shuffle(page_size=sys.maxsize),
diff --git a/prepare/cards/unfair_tos.py b/prepare/cards/unfair_tos.py
index e79594708d..16305dc3c8 100644
--- a/prepare/cards/unfair_tos.py
+++ b/prepare/cards/unfair_tos.py
@@ -11,7 +11,7 @@
 
 dataset_name = "unfair_tos"
 
-ds_builder = load_dataset_builder("lex_glue", dataset_name)
+ds_builder = load_dataset_builder("coastalcph/lex_glue", dataset_name)
 classlabels = ds_builder.info.features["labels"]
 
 mappers = {}
@@ -19,7 +19,7 @@
     mappers[str(i)] = classlabels.feature.names[i]
 
 card = TaskCard(
-    loader=LoadHF(path="lex_glue", name=f"{dataset_name}"),
+    loader=LoadHF(path="coastalcph/lex_glue", name=f"{dataset_name}"),
     preprocess_steps=[
         MapInstanceValues(mappers={"labels": mappers}, process_every_value=True),
         Set(
diff --git a/prepare/cards/wiki_bio.py b/prepare/cards/wiki_bio.py
index a70a1e7b43..880121c64d 100644
--- a/prepare/cards/wiki_bio.py
+++ b/prepare/cards/wiki_bio.py
@@ -11,7 +11,7 @@
 
 card = TaskCard(
     loader=LoadHF(
-        path="wiki_bio",
+        path="michaelauli/wiki_bio",
         revision="refs/convert/parquet",
         splits=["train", "validation", "test"],
     ),
diff --git a/prepare/cards/winogrande.py b/prepare/cards/winogrande.py
index ae5b8f9f65..7c605af2e1 100644
--- a/prepare/cards/winogrande.py
+++ b/prepare/cards/winogrande.py
@@ -6,7 +6,9 @@
 for subtask in ["debiased", "l", "m", "s", "xl", "xs"]:
     card = TaskCard(
         loader=LoadHF(
-            path="winogrande", name=f"winogrande_{subtask}", revision="refs/pr/6"
+            path="allenai/winogrande",
+            name=f"winogrande_{subtask}",
+            revision="refs/pr/6",
         ),
         preprocess_steps=[
             "splitters.small_no_test",
diff --git a/prepare/cards/wsc.py b/prepare/cards/wsc.py
index c0444636ee..25cc3077cf 100644
--- a/prepare/cards/wsc.py
+++ b/prepare/cards/wsc.py
@@ -10,7 +10,7 @@
 from unitxt.test_utils.card import test_card
 
 card = TaskCard(
-    loader=LoadHF(path="super_glue", name="wsc"),
+    loader=LoadHF(path="aps/super_glue", name="wsc"),
     preprocess_steps=[
         "splitters.small_no_test",
         MapInstanceValues(mappers={"label": {"0": "False", "1": "True"}}),
diff --git a/prepare/cards/xnli.py b/prepare/cards/xnli.py
index f3f0b1b892..3bf9354658 100644
--- a/prepare/cards/xnli.py
+++ b/prepare/cards/xnli.py
@@ -29,7 +29,7 @@
 
 for lang in langs:
     card = TaskCard(
-        loader=LoadHF(path="xnli", name=lang),
+        loader=LoadHF(path="facebook/xnli", name=lang),
         preprocess_steps=[
             "splitters.small_no_test",
             Rename(field_to_field={"premise": "text_a", "hypothesis": "text_b"}),
diff --git a/prepare/cards/yahoo_answers_topics.py b/prepare/cards/yahoo_answers_topics.py
index 91ea5923fc..1c13886b46 100644
--- a/prepare/cards/yahoo_answers_topics.py
+++ b/prepare/cards/yahoo_answers_topics.py
@@ -30,7 +30,7 @@
 mappers = {str(i): cls for i, cls in enumerate(classes)}
 
 card = TaskCard(
-    loader=LoadHF(path=f"{dataset_name}"),
+    loader=LoadHF(path="community-datasets/yahoo_answers_topics"),
     preprocess_steps=[
         Shuffle(page_size=sys.maxsize),
         SplitRandomMix(
diff --git a/src/unitxt/catalog/cards/ai2_arc/arc_challenge.json b/src/unitxt/catalog/cards/ai2_arc/arc_challenge.json
index d29f49187e..c6ebad6921 100644
--- a/src/unitxt/catalog/cards/ai2_arc/arc_challenge.json
+++ b/src/unitxt/catalog/cards/ai2_arc/arc_challenge.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "ai2_arc",
+        "path": "allenai/ai2_arc",
         "name": "ARC-Challenge"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/ai2_arc/arc_easy.json b/src/unitxt/catalog/cards/ai2_arc/arc_easy.json
index bc9155c8f7..aaa1cf9379 100644
--- a/src/unitxt/catalog/cards/ai2_arc/arc_easy.json
+++ b/src/unitxt/catalog/cards/ai2_arc/arc_easy.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "ai2_arc",
+        "path": "allenai/ai2_arc",
         "name": "ARC-Easy"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/billsum.json b/src/unitxt/catalog/cards/billsum.json
index 449260241a..94b1e5b215 100644
--- a/src/unitxt/catalog/cards/billsum.json
+++ b/src/unitxt/catalog/cards/billsum.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "billsum"
+        "path": "FiscalNote/billsum"
     },
     "preprocess_steps": [
         {
diff --git a/src/unitxt/catalog/cards/billsum_document_filtered_to_10000_chars.json b/src/unitxt/catalog/cards/billsum_document_filtered_to_10000_chars.json
index 125b08082a..fef069d721 100644
--- a/src/unitxt/catalog/cards/billsum_document_filtered_to_10000_chars.json
+++ b/src/unitxt/catalog/cards/billsum_document_filtered_to_10000_chars.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "billsum"
+        "path": "FiscalNote/billsum"
     },
     "preprocess_steps": [
         {
diff --git a/src/unitxt/catalog/cards/billsum_document_filtered_to_6000_chars.json b/src/unitxt/catalog/cards/billsum_document_filtered_to_6000_chars.json
index 6c90e5feef..f7071578ef 100644
--- a/src/unitxt/catalog/cards/billsum_document_filtered_to_6000_chars.json
+++ b/src/unitxt/catalog/cards/billsum_document_filtered_to_6000_chars.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "billsum"
+        "path": "FiscalNote/billsum"
     },
     "preprocess_steps": [
         {
diff --git a/src/unitxt/catalog/cards/clinc_oos/imbalanced.json b/src/unitxt/catalog/cards/clinc_oos/imbalanced.json
index 3c3bb2ada3..4577a7380d 100644
--- a/src/unitxt/catalog/cards/clinc_oos/imbalanced.json
+++ b/src/unitxt/catalog/cards/clinc_oos/imbalanced.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "clinc_oos",
+        "path": "clinc/clinc_oos",
         "name": "imbalanced"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/clinc_oos/plus.json b/src/unitxt/catalog/cards/clinc_oos/plus.json
index a4bbf92d8b..9e9fbd1f80 100644
--- a/src/unitxt/catalog/cards/clinc_oos/plus.json
+++ b/src/unitxt/catalog/cards/clinc_oos/plus.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "clinc_oos",
+        "path": "clinc/clinc_oos",
         "name": "plus"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/clinc_oos/small.json b/src/unitxt/catalog/cards/clinc_oos/small.json
index 1678dc228f..f07bbea323 100644
--- a/src/unitxt/catalog/cards/clinc_oos/small.json
+++ b/src/unitxt/catalog/cards/clinc_oos/small.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "clinc_oos",
+        "path": "clinc/clinc_oos",
         "name": "small"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/cnn_dailymail.json b/src/unitxt/catalog/cards/cnn_dailymail.json
index 8c0d910f75..1bd8cfcc0e 100644
--- a/src/unitxt/catalog/cards/cnn_dailymail.json
+++ b/src/unitxt/catalog/cards/cnn_dailymail.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "cnn_dailymail",
+        "path": "abisee/cnn_dailymail",
         "name": "3.0.0"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/copa.json b/src/unitxt/catalog/cards/copa.json
index 1f21ef193f..859588b27a 100644
--- a/src/unitxt/catalog/cards/copa.json
+++ b/src/unitxt/catalog/cards/copa.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "super_glue",
+        "path": "aps/super_glue",
         "name": "copa"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/dbpedia_14.json b/src/unitxt/catalog/cards/dbpedia_14.json
index 0685ebd639..66cb2daf20 100644
--- a/src/unitxt/catalog/cards/dbpedia_14.json
+++ b/src/unitxt/catalog/cards/dbpedia_14.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "dbpedia_14"
+        "path": "fancyzhx/dbpedia_14"
     },
     "preprocess_steps": [
         {
diff --git a/src/unitxt/catalog/cards/ethos_binary.json b/src/unitxt/catalog/cards/ethos_binary.json
index ed8529cc9f..dac6b91070 100644
--- a/src/unitxt/catalog/cards/ethos_binary.json
+++ b/src/unitxt/catalog/cards/ethos_binary.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "ethos",
+        "path": "iamollas/ethos",
         "revision": "refs/convert/parquet",
         "data_dir": "binary",
         "splits": [
diff --git a/src/unitxt/catalog/cards/go_emotions/simplified.json b/src/unitxt/catalog/cards/go_emotions/simplified.json
index 4537b9a2b6..01df590897 100644
--- a/src/unitxt/catalog/cards/go_emotions/simplified.json
+++ b/src/unitxt/catalog/cards/go_emotions/simplified.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "go_emotions",
+        "path": "google-research-datasets/go_emotions",
         "name": "simplified"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/hellaswag.json b/src/unitxt/catalog/cards/hellaswag.json
index 3bfdca901f..f11babf73a 100644
--- a/src/unitxt/catalog/cards/hellaswag.json
+++ b/src/unitxt/catalog/cards/hellaswag.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "hellaswag"
+        "path": "Rowan/hellaswag"
     },
     "preprocess_steps": [
         "splitters.large_no_test",
diff --git a/src/unitxt/catalog/cards/human_eval.json b/src/unitxt/catalog/cards/human_eval.json
index 585590207e..8616b4799e 100644
--- a/src/unitxt/catalog/cards/human_eval.json
+++ b/src/unitxt/catalog/cards/human_eval.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "openai_humaneval",
+        "path": "openai/openai_humaneval",
         "split": "test"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/ledgar.json b/src/unitxt/catalog/cards/ledgar.json
index f1c2521c55..01cbb5cb8b 100644
--- a/src/unitxt/catalog/cards/ledgar.json
+++ b/src/unitxt/catalog/cards/ledgar.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "lex_glue",
+        "path": "coastalcph/lex_glue",
         "name": "ledgar"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/mbpp.json b/src/unitxt/catalog/cards/mbpp.json
index 833ef1ed09..58832f5de9 100644
--- a/src/unitxt/catalog/cards/mbpp.json
+++ b/src/unitxt/catalog/cards/mbpp.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "mbpp",
+        "path": "google-research-datasets/mbpp",
         "name": "full",
         "split": "test"
     },
diff --git a/src/unitxt/catalog/cards/mlsum/de.json b/src/unitxt/catalog/cards/mlsum/de.json
index d18125436c..9d92814669 100644
--- a/src/unitxt/catalog/cards/mlsum/de.json
+++ b/src/unitxt/catalog/cards/mlsum/de.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "mlsum",
+        "path": "reciTAL/mlsum",
         "revision": "refs/convert/parquet",
         "data_dir": "de",
         "splits": [
diff --git a/src/unitxt/catalog/cards/mlsum/es.json b/src/unitxt/catalog/cards/mlsum/es.json
index c1bcb82074..bb0b138587 100644
--- a/src/unitxt/catalog/cards/mlsum/es.json
+++ b/src/unitxt/catalog/cards/mlsum/es.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "mlsum",
+        "path": "reciTAL/mlsum",
         "revision": "refs/convert/parquet",
         "data_dir": "es",
         "splits": [
diff --git a/src/unitxt/catalog/cards/mlsum/fr.json b/src/unitxt/catalog/cards/mlsum/fr.json
index 4809d993ba..3e9aa007f6 100644
--- a/src/unitxt/catalog/cards/mlsum/fr.json
+++ b/src/unitxt/catalog/cards/mlsum/fr.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "mlsum",
+        "path": "reciTAL/mlsum",
         "revision": "refs/convert/parquet",
         "data_dir": "fr",
         "splits": [
diff --git a/src/unitxt/catalog/cards/mlsum/ru.json b/src/unitxt/catalog/cards/mlsum/ru.json
index 54f9aefe1e..30ea7d0f90 100644
--- a/src/unitxt/catalog/cards/mlsum/ru.json
+++ b/src/unitxt/catalog/cards/mlsum/ru.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "mlsum",
+        "path": "reciTAL/mlsum",
         "revision": "refs/convert/parquet",
         "data_dir": "ru",
         "splits": [
diff --git a/src/unitxt/catalog/cards/mlsum/tu.json b/src/unitxt/catalog/cards/mlsum/tu.json
index 1a1e70e94e..807645e520 100644
--- a/src/unitxt/catalog/cards/mlsum/tu.json
+++ b/src/unitxt/catalog/cards/mlsum/tu.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "mlsum",
+        "path": "reciTAL/mlsum",
         "revision": "refs/convert/parquet",
         "data_dir": "tu",
         "splits": [
diff --git a/src/unitxt/catalog/cards/openbook_qa.json b/src/unitxt/catalog/cards/openbook_qa.json
index 6333f759ee..45e6776285 100644
--- a/src/unitxt/catalog/cards/openbook_qa.json
+++ b/src/unitxt/catalog/cards/openbook_qa.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "openbookqa"
+        "path": "allenai/openbookqa"
     },
     "preprocess_steps": [
         {
diff --git a/src/unitxt/catalog/cards/piqa.json b/src/unitxt/catalog/cards/piqa.json
index 86fafcc39c..b923cb7623 100644
--- a/src/unitxt/catalog/cards/piqa.json
+++ b/src/unitxt/catalog/cards/piqa.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "piqa",
+        "path": "ybisk/piqa",
         "revision": "refs/pr/9"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/race_all.json b/src/unitxt/catalog/cards/race_all.json
index a986719f8e..36fcd32839 100644
--- a/src/unitxt/catalog/cards/race_all.json
+++ b/src/unitxt/catalog/cards/race_all.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "race",
+        "path": "ehovy/race",
         "name": "all"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/race_high.json b/src/unitxt/catalog/cards/race_high.json
index 0174a23e47..3cff1d9a55 100644
--- a/src/unitxt/catalog/cards/race_high.json
+++ b/src/unitxt/catalog/cards/race_high.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "race",
+        "path": "ehovy/race",
         "name": "high"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/race_middle.json b/src/unitxt/catalog/cards/race_middle.json
index 5d28b86493..f6c9c1e9e1 100644
--- a/src/unitxt/catalog/cards/race_middle.json
+++ b/src/unitxt/catalog/cards/race_middle.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "race",
+        "path": "ehovy/race",
         "name": "middle"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/sciq.json b/src/unitxt/catalog/cards/sciq.json
index ea52c97755..6aa86c81a0 100644
--- a/src/unitxt/catalog/cards/sciq.json
+++ b/src/unitxt/catalog/cards/sciq.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "sciq"
+        "path": "allenai/sciq"
     },
     "preprocess_steps": [
         {
diff --git a/src/unitxt/catalog/cards/squad.json b/src/unitxt/catalog/cards/squad.json
index c2dc05f195..4e67e79ea5 100644
--- a/src/unitxt/catalog/cards/squad.json
+++ b/src/unitxt/catalog/cards/squad.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "squad"
+        "path": "rajpurkar/squad"
     },
     "preprocess_steps": [
         "splitters.small_no_test",
diff --git a/src/unitxt/catalog/cards/trec.json b/src/unitxt/catalog/cards/trec.json
index e4aa7692ca..079481bf67 100644
--- a/src/unitxt/catalog/cards/trec.json
+++ b/src/unitxt/catalog/cards/trec.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "trec",
+        "path": "CogComp/trec",
         "revision": "refs/convert/parquet",
         "splits": [
             "train",
diff --git a/src/unitxt/catalog/cards/unfair_tos.json b/src/unitxt/catalog/cards/unfair_tos.json
index ce904f5e0f..d00d7a8c28 100644
--- a/src/unitxt/catalog/cards/unfair_tos.json
+++ b/src/unitxt/catalog/cards/unfair_tos.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "lex_glue",
+        "path": "coastalcph/lex_glue",
         "name": "unfair_tos"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/wiki_bio.json b/src/unitxt/catalog/cards/wiki_bio.json
index b6eb2931d0..8735051f20 100644
--- a/src/unitxt/catalog/cards/wiki_bio.json
+++ b/src/unitxt/catalog/cards/wiki_bio.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "wiki_bio",
+        "path": "michaelauli/wiki_bio",
         "revision": "refs/convert/parquet",
         "splits": [
             "train",
diff --git a/src/unitxt/catalog/cards/winogrande/debiased.json b/src/unitxt/catalog/cards/winogrande/debiased.json
index 0172b4f1bf..4a8fd0163c 100644
--- a/src/unitxt/catalog/cards/winogrande/debiased.json
+++ b/src/unitxt/catalog/cards/winogrande/debiased.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "winogrande",
+        "path": "allenai/winogrande",
         "name": "winogrande_debiased",
         "revision": "refs/pr/6"
     },
diff --git a/src/unitxt/catalog/cards/winogrande/l.json b/src/unitxt/catalog/cards/winogrande/l.json
index 0e07322e08..c1c6fdadee 100644
--- a/src/unitxt/catalog/cards/winogrande/l.json
+++ b/src/unitxt/catalog/cards/winogrande/l.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "winogrande",
+        "path": "allenai/winogrande",
         "name": "winogrande_l",
         "revision": "refs/pr/6"
     },
diff --git a/src/unitxt/catalog/cards/winogrande/m.json b/src/unitxt/catalog/cards/winogrande/m.json
index d6fcfaf4fa..df4766d18b 100644
--- a/src/unitxt/catalog/cards/winogrande/m.json
+++ b/src/unitxt/catalog/cards/winogrande/m.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "winogrande",
+        "path": "allenai/winogrande",
         "name": "winogrande_m",
         "revision": "refs/pr/6"
     },
diff --git a/src/unitxt/catalog/cards/winogrande/s.json b/src/unitxt/catalog/cards/winogrande/s.json
index a485cfce6d..385e2d3131 100644
--- a/src/unitxt/catalog/cards/winogrande/s.json
+++ b/src/unitxt/catalog/cards/winogrande/s.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "winogrande",
+        "path": "allenai/winogrande",
         "name": "winogrande_s",
         "revision": "refs/pr/6"
     },
diff --git a/src/unitxt/catalog/cards/winogrande/xl.json b/src/unitxt/catalog/cards/winogrande/xl.json
index 63fb15ca68..89fb79050c 100644
--- a/src/unitxt/catalog/cards/winogrande/xl.json
+++ b/src/unitxt/catalog/cards/winogrande/xl.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "winogrande",
+        "path": "allenai/winogrande",
         "name": "winogrande_xl",
         "revision": "refs/pr/6"
     },
diff --git a/src/unitxt/catalog/cards/winogrande/xs.json b/src/unitxt/catalog/cards/winogrande/xs.json
index e3304457e9..277f82e148 100644
--- a/src/unitxt/catalog/cards/winogrande/xs.json
+++ b/src/unitxt/catalog/cards/winogrande/xs.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "winogrande",
+        "path": "allenai/winogrande",
         "name": "winogrande_xs",
         "revision": "refs/pr/6"
     },
diff --git a/src/unitxt/catalog/cards/wmt/en_de.json b/src/unitxt/catalog/cards/wmt/en_de.json
index dda4e0bede..71b0d4ae0d 100644
--- a/src/unitxt/catalog/cards/wmt/en_de.json
+++ b/src/unitxt/catalog/cards/wmt/en_de.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "wmt16",
+        "path": "wmt/wmt16",
         "name": "de-en",
         "streaming": true
     },
diff --git a/src/unitxt/catalog/cards/wmt/en_fr.json b/src/unitxt/catalog/cards/wmt/en_fr.json
index d6ad7e186c..b32545b5fb 100644
--- a/src/unitxt/catalog/cards/wmt/en_fr.json
+++ b/src/unitxt/catalog/cards/wmt/en_fr.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "wmt14",
+        "path": "wmt/wmt14",
         "name": "fr-en",
         "streaming": true
     },
diff --git a/src/unitxt/catalog/cards/wmt/en_ro.json b/src/unitxt/catalog/cards/wmt/en_ro.json
index 4e2e513857..b4f006b017 100644
--- a/src/unitxt/catalog/cards/wmt/en_ro.json
+++ b/src/unitxt/catalog/cards/wmt/en_ro.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "wmt16",
+        "path": "wmt/wmt16",
         "name": "ro-en",
         "streaming": true
     },
diff --git a/src/unitxt/catalog/cards/wsc.json b/src/unitxt/catalog/cards/wsc.json
index 0238e6befb..7fa4d4f190 100644
--- a/src/unitxt/catalog/cards/wsc.json
+++ b/src/unitxt/catalog/cards/wsc.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "super_glue",
+        "path": "aps/super_glue",
         "name": "wsc"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/ar.json b/src/unitxt/catalog/cards/xnli/ar.json
index 5841ac36cd..c04ae285dc 100644
--- a/src/unitxt/catalog/cards/xnli/ar.json
+++ b/src/unitxt/catalog/cards/xnli/ar.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "ar"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/bg.json b/src/unitxt/catalog/cards/xnli/bg.json
index b7b88e79fe..f75987877a 100644
--- a/src/unitxt/catalog/cards/xnli/bg.json
+++ b/src/unitxt/catalog/cards/xnli/bg.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "bg"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/de.json b/src/unitxt/catalog/cards/xnli/de.json
index 248e0bd978..38853b926f 100644
--- a/src/unitxt/catalog/cards/xnli/de.json
+++ b/src/unitxt/catalog/cards/xnli/de.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "de"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/el.json b/src/unitxt/catalog/cards/xnli/el.json
index 1de81410e4..151cdc325d 100644
--- a/src/unitxt/catalog/cards/xnli/el.json
+++ b/src/unitxt/catalog/cards/xnli/el.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "el"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/en.json b/src/unitxt/catalog/cards/xnli/en.json
index 603b0d47a4..e4b3a5d135 100644
--- a/src/unitxt/catalog/cards/xnli/en.json
+++ b/src/unitxt/catalog/cards/xnli/en.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "en"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/es.json b/src/unitxt/catalog/cards/xnli/es.json
index bd712dfa71..098b8dd2c7 100644
--- a/src/unitxt/catalog/cards/xnli/es.json
+++ b/src/unitxt/catalog/cards/xnli/es.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "es"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/fr.json b/src/unitxt/catalog/cards/xnli/fr.json
index 70ecc12d64..907eb4ba14 100644
--- a/src/unitxt/catalog/cards/xnli/fr.json
+++ b/src/unitxt/catalog/cards/xnli/fr.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "fr"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/hi.json b/src/unitxt/catalog/cards/xnli/hi.json
index ff555026f6..cc15238be7 100644
--- a/src/unitxt/catalog/cards/xnli/hi.json
+++ b/src/unitxt/catalog/cards/xnli/hi.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "hi"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/ru.json b/src/unitxt/catalog/cards/xnli/ru.json
index 06ee99e931..36f9432043 100644
--- a/src/unitxt/catalog/cards/xnli/ru.json
+++ b/src/unitxt/catalog/cards/xnli/ru.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "ru"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/sw.json b/src/unitxt/catalog/cards/xnli/sw.json
index 0dc8be4511..245f063d3d 100644
--- a/src/unitxt/catalog/cards/xnli/sw.json
+++ b/src/unitxt/catalog/cards/xnli/sw.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "sw"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/th.json b/src/unitxt/catalog/cards/xnli/th.json
index c754554f2e..95b2b9f2c7 100644
--- a/src/unitxt/catalog/cards/xnli/th.json
+++ b/src/unitxt/catalog/cards/xnli/th.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "th"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/tr.json b/src/unitxt/catalog/cards/xnli/tr.json
index 9c0163f537..4124bbcb43 100644
--- a/src/unitxt/catalog/cards/xnli/tr.json
+++ b/src/unitxt/catalog/cards/xnli/tr.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "tr"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/ur.json b/src/unitxt/catalog/cards/xnli/ur.json
index 6f8a14917b..dd13f31b7f 100644
--- a/src/unitxt/catalog/cards/xnli/ur.json
+++ b/src/unitxt/catalog/cards/xnli/ur.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "ur"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/vi.json b/src/unitxt/catalog/cards/xnli/vi.json
index 2fca66ecf0..4d5dc5a0c1 100644
--- a/src/unitxt/catalog/cards/xnli/vi.json
+++ b/src/unitxt/catalog/cards/xnli/vi.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "vi"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/xnli/zh.json b/src/unitxt/catalog/cards/xnli/zh.json
index 0ddd997941..23846daf21 100644
--- a/src/unitxt/catalog/cards/xnli/zh.json
+++ b/src/unitxt/catalog/cards/xnli/zh.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "xnli",
+        "path": "facebook/xnli",
         "name": "zh"
     },
     "preprocess_steps": [
diff --git a/src/unitxt/catalog/cards/yahoo_answers_topics.json b/src/unitxt/catalog/cards/yahoo_answers_topics.json
index e95d189552..8d6ee58121 100644
--- a/src/unitxt/catalog/cards/yahoo_answers_topics.json
+++ b/src/unitxt/catalog/cards/yahoo_answers_topics.json
@@ -2,7 +2,7 @@
     "__type__": "task_card",
     "loader": {
         "__type__": "load_hf",
-        "path": "yahoo_answers_topics"
+        "path": "community-datasets/yahoo_answers_topics"
     },
     "preprocess_steps": [
         {
diff --git a/src/unitxt/metrics.py b/src/unitxt/metrics.py
index 64ac09be19..9942c1be6d 100644
--- a/src/unitxt/metrics.py
+++ b/src/unitxt/metrics.py
@@ -3184,12 +3184,21 @@ class F1(GlobalMetric):
     prediction_type = str
     single_reference_per_prediction = True
 
-    _requirements_list: List[str] = ["scikit-learn<=1.5.2"]
+    _requirements_list: List[str] = ["scikit-learn"]
+
+    _sklearn_metric_fn = None
 
     def prepare(self):
         super().prepare()
 
-        self._metric = hf_evaluate_load(self.metric)
+        from sklearn.metrics import f1_score, precision_score, recall_score
+
+        metric_fn_map = {
+            "f1": f1_score,
+            "precision": precision_score,
+            "recall": recall_score,
+        }
+        self._sklearn_metric_fn = metric_fn_map[self.metric]
 
     def get_str_id(self, str):
         if str not in self.str_to_id:
@@ -3209,26 +3218,25 @@ def compute(
         formatted_references = [
             self.get_str_id(reference[0]) for reference in references
         ]
-        self.str_to_id.keys()
         formatted_predictions = [
             self.get_str_id(prediction) for prediction in predictions
         ]
         labels = list(set(formatted_references))
 
-        result = self._metric.compute(
-            predictions=formatted_predictions,
-            references=formatted_references,
+        score = self._sklearn_metric_fn(
+            y_true=formatted_references,
+            y_pred=formatted_predictions,
             labels=labels,
             average=self.average,
         )
-        if isinstance(result[self.metric], numpy.ndarray):
-            final_result = {self.main_score: nan_mean(result[self.metric])}
+        if isinstance(score, numpy.ndarray):
+            final_result = {self.main_score: nan_mean(score)}
             for i, label in enumerate(labels):
-                final_result[f"{self.metric}_" + self.id_to_str[label]] = result[
-                    self.metric
-                ][i]
+                final_result[f"{self.metric}_" + self.id_to_str[label]] = float(
+                    score[i]
+                )
         else:
-            final_result = {self.main_score: result[self.metric]}
+            final_result = {self.main_score: float(score)}
         return final_result
 
 
@@ -3477,10 +3485,19 @@ class F1MultiLabel(GlobalMetric, PackageRequirementsMixin):
     single_reference_per_prediction = True
     _requirements_list = ["scikit-learn"]
 
+    _sklearn_metric_fn = None
+
     def prepare(self):
         super().prepare()
 
-        self._metric = hf_evaluate_load(self.metric, "multilabel")
+        from sklearn.metrics import f1_score, precision_score, recall_score
+
+        metric_fn_map = {
+            "f1": f1_score,
+            "precision": precision_score,
+            "recall": recall_score,
+        }
+        self._sklearn_metric_fn = metric_fn_map[self.metric]
 
     def add_str_to_id(self, str):
         if str not in self.str_to_id:
@@ -3530,21 +3547,25 @@ def compute(
         else:
             labels_param = None
 
-        result = self._metric.compute(
-            predictions=formatted_predictions,
-            references=formatted_references,
-            average=self.average,
-            labels=labels_param,
-        )
-        if isinstance(result[self.metric], numpy.ndarray):
-            assert (
-                len(result[self.metric]) == len(labels)
-            ), f"F1 result ({result[self.metric]}) has more entries than labels ({labels})"
-            final_result = {self.main_score: nan_mean(result[self.metric])}
+        kwargs = {
+            "y_pred": formatted_predictions,
+            "y_true": formatted_references,
+            "average": self.average,
+        }
+        if labels_param is not None:
+            kwargs["labels"] = labels_param
+
+        score = self._sklearn_metric_fn(**kwargs)
+
+        if isinstance(score, numpy.ndarray):
+            assert len(score) == len(
+                labels
+            ), f"F1 result ({score}) has more entries than labels ({labels})"
+            final_result = {self.main_score: nan_mean(score)}
             for i, label in enumerate(labels):
-                final_result[self.metric + "_" + label] = result[self.metric][i]
+                final_result[self.metric + "_" + label] = float(score[i])
         else:
-            final_result = {self.main_score: result[self.metric]}
+            final_result = {self.main_score: float(score)}
         return final_result
 
 
diff --git a/src/unitxt/text2sql_utils.py b/src/unitxt/text2sql_utils.py
index 6c02d96a90..9c688885b1 100644
--- a/src/unitxt/text2sql_utils.py
+++ b/src/unitxt/text2sql_utils.py
@@ -855,11 +855,9 @@ def rows_to_multisets(df):
         return [row_to_multiset(row) for row in df.values]
 
     def sort_df(df):
-        sorted_df = df.copy()
+        sorted_df = df.astype(str).copy()
         for i in range(len(sorted_df.columns)):
-            sorted_df.iloc[:, i] = (
-                sorted_df.iloc[:, i].astype(str).sort_values(ignore_index=True)
-            )
+            sorted_df.iloc[:, i] = sorted_df.iloc[:, i].sort_values(ignore_index=True)
         return sorted_df
 
     if df1.empty or df2.empty or len(df1) != len(df2):
diff --git a/tests/library/test_api.py b/tests/library/test_api.py
index 1af86397f8..ef53f42ab3 100644
--- a/tests/library/test_api.py
+++ b/tests/library/test_api.py
@@ -520,7 +520,7 @@ def test_produce_with_recipe_with_list_of_instances(self):
 
     def test_load_dataset_from_dict(self):
         card = TaskCard(
-            loader=LoadHF(path="glue", name="wnli"),
+            loader=LoadHF(path="nyu-mll/glue", name="wnli"),
             task=Task(
                 input_fields=["sentence1", "sentence2"],
                 reference_fields=["label"],
diff --git a/tests/library/test_card.py b/tests/library/test_card.py
index 9dcc5f1346..95f0446e21 100644
--- a/tests/library/test_card.py
+++ b/tests/library/test_card.py
@@ -12,7 +12,7 @@
 from tests.utils import UnitxtTestCase
 
 card = TaskCard(
-    loader=LoadHF(path="glue", name="wnli"),
+    loader=LoadHF(path="nyu-mll/glue", name="wnli"),
     preprocess_steps=[
         SplitRandomMix(
             {"train": "train[95%]", "validation": "train[5%]", "test": "validation"}
diff --git a/tests/library/test_loaders.py b/tests/library/test_loaders.py
index bbf8fc114b..4540924af6 100644
--- a/tests/library/test_loaders.py
+++ b/tests/library/test_loaders.py
@@ -216,7 +216,7 @@ def test_load_from_ibm_cos(self):
                     )
 
     def test_load_from_HF(self):
-        loader = LoadHF(path="sst2", loader_limit=10, split="train")
+        loader = LoadHF(path="stanfordnlp/sst2", loader_limit=10, split="train")
         ms = loader()
         instance = next(iter(ms["train"]))
         self.assertEqual(
@@ -272,7 +272,7 @@ def test_load_from_HF_multiple_innvocation_with_filter(self):
         self.assertEqual(instance["language"], "eng")
 
     def test_load_from_HF_split(self):
-        loader = LoadHF(path="sst2", split="train")
+        loader = LoadHF(path="stanfordnlp/sst2", split="train")
         ms = loader()
         instance = next(iter(ms["train"]))
         self.assertEqual(