diff --git a/lm_eval/api/model.py b/lm_eval/api/model.py
index 81c0ff0df0..b44448fd30 100644
--- a/lm_eval/api/model.py
+++ b/lm_eval/api/model.py
@@ -392,7 +392,6 @@ def __init__(self, lm: LM, cache_db: str):
                 Path to the `cache` database.
         """
         from sqlitedict import SqliteDict
-
         self.lm = lm
         if os.path.dirname(cache_db):
             os.makedirs(os.path.dirname(cache_db), exist_ok=True)
diff --git a/lm_eval/evaluator.py b/lm_eval/evaluator.py
index 4f517c7604..8fdaf8f5f9 100644
--- a/lm_eval/evaluator.py
+++ b/lm_eval/evaluator.py
@@ -237,12 +237,12 @@ def evaluate(
             metrics, example = output
             example.update(fewshot_logging_info)
             example.update(task.get_logging_info())
-            example_logger.info(json.dumps(example))
+            example_logger.info(json.dumps(example, ensure_ascii=False))
         else:
             metrics = output
             example = fewshot_logging_info
             example.update(task.get_logging_info())
-            example_logger.info(json.dumps(example))
+            example_logger.info(json.dumps(example, ensure_ascii=False))
 
         for metric, value in metrics.items():
             vals[(task_template_key, metric)].append(value)
diff --git a/lm_eval/tasks/__init__.py b/lm_eval/tasks/__init__.py
index e53311ab75..becf780bb9 100644
--- a/lm_eval/tasks/__init__.py
+++ b/lm_eval/tasks/__init__.py
@@ -25,6 +25,7 @@
 from . import jigsaw_unintended_bias
 from . import lama
 from . import lince
+from . import multi_eurlex
 from . import piaf
 from . import race
 from . import schema_guided_dstc8
@@ -134,6 +135,8 @@
     # WMT
     # Format: `wmt{year}_{lang1}_{lang2}`
     **wmt.construct_tasks(),
+    # MultiEURLEX
+    "multi_eurlex_mt": multi_eurlex.MultiEURLEXMT,
     # BLiMP
     "blimp_adjunct_island": blimp.BlimpAdjunctIsland,
     "blimp_anaphor_gender_agreement": blimp.BlimpAnaphorGenderAgreement,
@@ -209,10 +212,10 @@
     # TODO: Not Yet Available in `promptsource/eval-hackathon`
     ########################################################
     # GEM/mlsum
-    # "mlsum_es": gem_mlsum.GEMMLSUMEs,
-    # "mlsum_de": gem_mlsum.GEMMLSUMDe,
-    # "mlsum_es_covid_challenge_set": gem_mlsum.GEMMLSUMEsChallgeTestCovid,
-    # "mlsum_de_covid_challenge_set": gem_mlsum.GEMMLSUMDeChallgeTestCovid,
+    "mlsum_es": gem_mlsum.GEMMLSUMEs,
+    "mlsum_de": gem_mlsum.GEMMLSUMDe,
+    "mlsum_es_covid_challenge_set": gem_mlsum.GEMMLSUMEsChallgeTestCovid,
+    "mlsum_de_covid_challenge_set": gem_mlsum.GEMMLSUMDeChallgeTestCovid,
     # LAMA
     # "bigscience-lama": lama.BigScienceLAMA,
     ########################################################
diff --git a/lm_eval/tasks/multi_eurlex.py b/lm_eval/tasks/multi_eurlex.py
new file mode 100644
index 0000000000..b03c8d0990
--- /dev/null
+++ b/lm_eval/tasks/multi_eurlex.py
@@ -0,0 +1,65 @@
+"""
+MultiEURLEX
+"""
+from typing import Dict, List, Optional
+from lm_eval.api.task import PromptSourceTask
+
+_CITATION = """
+"""
+
+_LANGUAGES = [
+    "en",
+    "da",
+    "de",
+    "nl",
+    "sv",
+    "bg",
+    "cs",
+    "hr",
+    "pl",
+    "sk",
+    "sl",
+    "es",
+    "fr",
+    "it",
+    "pt",
+    "ro",
+    "et",
+    "fi",
+    "hu",
+    "lt",
+    "lv",
+    "el",
+    "mt",
+]
+
+class MultiEURLEXMT(PromptSourceTask):
+    DATASET_PATH = "multi_eurlex"
+    DATASET_NAME = "all_languages"
+    VERSION = 0
+
+    def has_training_docs(self):
+        return True
+
+    def has_validation_docs(self):
+        return True
+
+    def has_test_docs(self):
+        return True
+
+    def training_docs(self):
+        if self.has_training_docs():
+            return self.dataset["train"]
+
+    def validation_docs(self):
+        if self.has_validation_docs():
+            return self.dataset["validation"]
+
+    def test_docs(self):
+        if self.has_test_docs():
+            return self.dataset["test"]
+
+    def max_generation_length(self) -> Optional[int]:
+        return 1024
+
+
diff --git a/main.py b/main.py
index c2182079b9..0bdbe41041 100644
--- a/main.py
+++ b/main.py
@@ -180,7 +180,6 @@ def main():
         results = evaluator.cli_evaluate(**evaluate_args)
     else:
         from codecarbon import OfflineEmissionsTracker
-
         with OfflineEmissionsTracker(country_iso_code="FRA", log_level="error"):
             print()  # Add newline between emissions tracker and evaluation logging.
             results = evaluator.cli_evaluate(**evaluate_args)