diff --git a/mteb/descriptive_stats/Clustering/ClusTREC-Covid.json b/mteb/descriptive_stats/Clustering/ClusTREC-Covid.json
new file mode 100644
index 0000000000..194f0939b7
--- /dev/null
+++ b/mteb/descriptive_stats/Clustering/ClusTREC-Covid.json
@@ -0,0 +1,493 @@
+{
+  "test": {
+    "num_samples": 4568,
+    "number_of_characters": 2977845,
+    "min_text_length": 14,
+    "average_text_length": 651.8925131348511,
+    "max_text_length": 8364,
+    "min_labels_per_text": 6,
+    "average_labels_per_text": 1.0,
+    "max_labels_per_text": 100,
+    "unique_labels": 50,
+    "labels": {
+      "coronavirus origin": {
+        "count": 100
+      },
+      "coronavirus response to weather changes": {
+        "count": 100
+      },
+      "coronavirus immunity": {
+        "count": 78
+      },
+      "how do people die from the coronavirus": {
+        "count": 100
+      },
+      "animal models of COVID-19": {
+        "count": 100
+      },
+      "coronavirus test rapid testing": {
+        "count": 100
+      },
+      "serological tests for coronavirus": {
+        "count": 100
+      },
+      "coronavirus under reporting": {
+        "count": 100
+      },
+      "coronavirus in Canada": {
+        "count": 92
+      },
+      "coronavirus social distancing impact": {
+        "count": 100
+      },
+      "coronavirus hospital rationing": {
+        "count": 100
+      },
+      "coronavirus quarantine": {
+        "count": 100
+      },
+      "how does coronavirus spread": {
+        "count": 100
+      },
+      "coronavirus super spreaders": {
+        "count": 98
+      },
+      "coronavirus outside body": {
+        "count": 34
+      },
+      "how long does coronavirus survive on surfaces": {
+        "count": 74
+      },
+      "coronavirus clinical trials": {
+        "count": 100
+      },
+      "masks prevent coronavirus": {
+        "count": 100
+      },
+      "what alcohol sanitizer kills coronavirus": {
+        "count": 64
+      },
+      "coronavirus and ACE inhibitors": {
+        "count": 100
+      },
+      "coronavirus mortality": {
+        "count": 100
+      },
+      "coronavirus heart impacts": {
+        "count": 100
+      },
+      "coronavirus hypertension": {
+        "count": 74
+      },
+      "coronavirus diabetes": {
+        "count": 100
+      },
+      "coronavirus biomarkers": {
+        "count": 100
+      },
+      "coronavirus early symptoms": {
+        "count": 100
+      },
+      "coronavirus asymptomatic": {
+        "count": 100
+      },
+      "coronavirus hydroxychloroquine": {
+        "count": 100
+      },
+      "coronavirus drug repurposing": {
+        "count": 100
+      },
+      "coronavirus remdesivir": {
+        "count": 100
+      },
+      "difference between coronavirus and flu": {
+        "count": 100
+      },
+      "coronavirus subtypes": {
+        "count": 6
+      },
+      "coronavirus vaccine candidates": {
+        "count": 36
+      },
+      "coronavirus recovery": {
+        "count": 100
+      },
+      "coronavirus public datasets": {
+        "count": 100
+      },
+      "SARS-CoV-2 spike structure": {
+        "count": 100
+      },
+      "SARS-CoV-2 phylogenetic analysis": {
+        "count": 100
+      },
+      "COVID inflammatory response": {
+        "count": 100
+      },
+      "COVID-19 cytokine storm": {
+        "count": 100
+      },
+      "coronavirus mutations": {
+        "count": 100
+      },
+      "COVID-19 in African-Americans": {
+        "count": 100
+      },
+      "Vitamin D and COVID-19": {
+        "count": 100
+      },
+      "violence during pandemic": {
+        "count": 100
+      },
+      "impact of masks on coronavirus transmission": {
+        "count": 100
+      },
+      "coronavirus mental health impact": {
+        "count": 100
+      },
+      "dexamethasone coronavirus": {
+        "count": 92
+      },
+      "COVID-19 outcomes in children": {
+        "count": 100
+      },
+      "school reopening coronavirus": {
+        "count": 100
+      },
+      "post-infection COVID-19 immunity": {
+        "count": 88
+      },
+      "mRNA vaccine coronavirus": {
+        "count": 32
+      }
+    },
+    "hf_subset_descriptive_stats": {
+      "title and abstract": {
+        "num_samples": 2284,
+        "number_of_characters": 2755462,
+        "min_text_length": 14,
+        "average_text_length": 1206.4194395796849,
+        "max_text_length": 8364,
+        "min_labels_per_text": 3,
+        "average_labels_per_text": 1.0,
+        "max_labels_per_text": 50,
+        "unique_labels": 50,
+        "labels": {
+          "coronavirus origin": {
+            "count": 50
+          },
+          "coronavirus response to weather changes": {
+            "count": 50
+          },
+          "coronavirus immunity": {
+            "count": 39
+          },
+          "how do people die from the coronavirus": {
+            "count": 50
+          },
+          "animal models of COVID-19": {
+            "count": 50
+          },
+          "coronavirus test rapid testing": {
+            "count": 50
+          },
+          "serological tests for coronavirus": {
+            "count": 50
+          },
+          "coronavirus under reporting": {
+            "count": 50
+          },
+          "coronavirus in Canada": {
+            "count": 46
+          },
+          "coronavirus social distancing impact": {
+            "count": 50
+          },
+          "coronavirus hospital rationing": {
+            "count": 50
+          },
+          "coronavirus quarantine": {
+            "count": 50
+          },
+          "how does coronavirus spread": {
+            "count": 50
+          },
+          "coronavirus super spreaders": {
+            "count": 49
+          },
+          "coronavirus outside body": {
+            "count": 17
+          },
+          "how long does coronavirus survive on surfaces": {
+            "count": 37
+          },
+          "coronavirus clinical trials": {
+            "count": 50
+          },
+          "masks prevent coronavirus": {
+            "count": 50
+          },
+          "what alcohol sanitizer kills coronavirus": {
+            "count": 32
+          },
+          "coronavirus and ACE inhibitors": {
+            "count": 50
+          },
+          "coronavirus mortality": {
+            "count": 50
+          },
+          "coronavirus heart impacts": {
+            "count": 50
+          },
+          "coronavirus hypertension": {
+            "count": 37
+          },
+          "coronavirus diabetes": {
+            "count": 50
+          },
+          "coronavirus biomarkers": {
+            "count": 50
+          },
+          "coronavirus early symptoms": {
+            "count": 50
+          },
+          "coronavirus asymptomatic": {
+            "count": 50
+          },
+          "coronavirus hydroxychloroquine": {
+            "count": 50
+          },
+          "coronavirus drug repurposing": {
+            "count": 50
+          },
+          "coronavirus remdesivir": {
+            "count": 50
+          },
+          "difference between coronavirus and flu": {
+            "count": 50
+          },
+          "coronavirus subtypes": {
+            "count": 3
+          },
+          "coronavirus vaccine candidates": {
+            "count": 18
+          },
+          "coronavirus recovery": {
+            "count": 50
+          },
+          "coronavirus public datasets": {
+            "count": 50
+          },
+          "SARS-CoV-2 spike structure": {
+            "count": 50
+          },
+          "SARS-CoV-2 phylogenetic analysis": {
+            "count": 50
+          },
+          "COVID inflammatory response": {
+            "count": 50
+          },
+          "COVID-19 cytokine storm": {
+            "count": 50
+          },
+          "coronavirus mutations": {
+            "count": 50
+          },
+          "COVID-19 in African-Americans": {
+            "count": 50
+          },
+          "Vitamin D and COVID-19": {
+            "count": 50
+          },
+          "violence during pandemic": {
+            "count": 50
+          },
+          "impact of masks on coronavirus transmission": {
+            "count": 50
+          },
+          "coronavirus mental health impact": {
+            "count": 50
+          },
+          "dexamethasone coronavirus": {
+            "count": 46
+          },
+          "COVID-19 outcomes in children": {
+            "count": 50
+          },
+          "school reopening coronavirus": {
+            "count": 50
+          },
+          "post-infection COVID-19 immunity": {
+            "count": 44
+          },
+          "mRNA vaccine coronavirus": {
+            "count": 16
+          }
+        }
+      },
+      "title": {
+        "num_samples": 2284,
+        "number_of_characters": 222383,
+        "min_text_length": 14,
+        "average_text_length": 97.36558669001751,
+        "max_text_length": 348,
+        "min_labels_per_text": 3,
+        "average_labels_per_text": 1.0,
+        "max_labels_per_text": 50,
+        "unique_labels": 50,
+        "labels": {
+          "coronavirus origin": {
+            "count": 50
+          },
+          "coronavirus response to weather changes": {
+            "count": 50
+          },
+          "coronavirus immunity": {
+            "count": 39
+          },
+          "how do people die from the coronavirus": {
+            "count": 50
+          },
+          "animal models of COVID-19": {
+            "count": 50
+          },
+          "coronavirus test rapid testing": {
+            "count": 50
+          },
+          "serological tests for coronavirus": {
+            "count": 50
+          },
+          "coronavirus under reporting": {
+            "count": 50
+          },
+          "coronavirus in Canada": {
+            "count": 46
+          },
+          "coronavirus social distancing impact": {
+            "count": 50
+          },
+          "coronavirus hospital rationing": {
+            "count": 50
+          },
+          "coronavirus quarantine": {
+            "count": 50
+          },
+          "how does coronavirus spread": {
+            "count": 50
+          },
+          "coronavirus super spreaders": {
+            "count": 49
+          },
+          "coronavirus outside body": {
+            "count": 17
+          },
+          "how long does coronavirus survive on surfaces": {
+            "count": 37
+          },
+          "coronavirus clinical trials": {
+            "count": 50
+          },
+          "masks prevent coronavirus": {
+            "count": 50
+          },
+          "what alcohol sanitizer kills coronavirus": {
+            "count": 32
+          },
+          "coronavirus and ACE inhibitors": {
+            "count": 50
+          },
+          "coronavirus mortality": {
+            "count": 50
+          },
+          "coronavirus heart impacts": {
+            "count": 50
+          },
+          "coronavirus hypertension": {
+            "count": 37
+          },
+          "coronavirus diabetes": {
+            "count": 50
+          },
+          "coronavirus biomarkers": {
+            "count": 50
+          },
+          "coronavirus early symptoms": {
+            "count": 50
+          },
+          "coronavirus asymptomatic": {
+            "count": 50
+          },
+          "coronavirus hydroxychloroquine": {
+            "count": 50
+          },
+          "coronavirus drug repurposing": {
+            "count": 50
+          },
+          "coronavirus remdesivir": {
+            "count": 50
+          },
+          "difference between coronavirus and flu": {
+            "count": 50
+          },
+          "coronavirus subtypes": {
+            "count": 3
+          },
+          "coronavirus vaccine candidates": {
+            "count": 18
+          },
+          "coronavirus recovery": {
+            "count": 50
+          },
+          "coronavirus public datasets": {
+            "count": 50
+          },
+          "SARS-CoV-2 spike structure": {
+            "count": 50
+          },
+          "SARS-CoV-2 phylogenetic analysis": {
+            "count": 50
+          },
+          "COVID inflammatory response": {
+            "count": 50
+          },
+          "COVID-19 cytokine storm": {
+            "count": 50
+          },
+          "coronavirus mutations": {
+            "count": 50
+          },
+          "COVID-19 in African-Americans": {
+            "count": 50
+          },
+          "Vitamin D and COVID-19": {
+            "count": 50
+          },
+          "violence during pandemic": {
+            "count": 50
+          },
+          "impact of masks on coronavirus transmission": {
+            "count": 50
+          },
+          "coronavirus mental health impact": {
+            "count": 50
+          },
+          "dexamethasone coronavirus": {
+            "count": 46
+          },
+          "COVID-19 outcomes in children": {
+            "count": 50
+          },
+          "school reopening coronavirus": {
+            "count": 50
+          },
+          "post-infection COVID-19 immunity": {
+            "count": 44
+          },
+          "mRNA vaccine coronavirus": {
+            "count": 16
+          }
+        }
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/mteb/tasks/Clustering/__init__.py b/mteb/tasks/Clustering/__init__.py
index c70d722011..2ec2d69132 100644
--- a/mteb/tasks/Clustering/__init__.py
+++ b/mteb/tasks/Clustering/__init__.py
@@ -12,6 +12,7 @@
 from .eng.BiorxivClusteringS2S import *
 from .eng.BuiltBenchClusteringP2P import *
 from .eng.BuiltBenchClusteringS2S import *
+from .eng.ClusTrecCovid import *
 from .eng.MedrxivClusteringP2P import *
 from .eng.MedrxivClusteringS2S import *
 from .eng.RedditClustering import *
diff --git a/mteb/tasks/Clustering/eng/ClusTrecCovid.py b/mteb/tasks/Clustering/eng/ClusTrecCovid.py
new file mode 100644
index 0000000000..51fb455cd6
--- /dev/null
+++ b/mteb/tasks/Clustering/eng/ClusTrecCovid.py
@@ -0,0 +1,47 @@
+from __future__ import annotations
+
+from mteb.abstasks.AbsTaskClusteringFast import (
+    AbsTaskClusteringFast,
+)
+from mteb.abstasks.MultilingualTask import MultilingualTask
+from mteb.abstasks.TaskMetadata import TaskMetadata
+
+
+class ClusTrecCovid(AbsTaskClusteringFast, MultilingualTask):
+    metadata = TaskMetadata(
+        name="ClusTREC-Covid",
+        description="A Topical Clustering Benchmark for COVID-19 Scientific Research across 50 covid-19 related topics.",
+        reference="https://github.com/katzurik/Knowledge_Navigator/tree/main/Benchmarks/CLUSTREC%20COVID",
+        dataset={
+            "path": "Uri-ka/ClusTREC-Covid",
+            "revision": "7f3489153b8dad7336a54f63202deb1414c33309",
+        },
+        type="Clustering",
+        category="p2p",
+        modalities=["text"],
+        eval_splits=["test"],
+        eval_langs={"title and abstract": ["eng-Latn"], "title": ["eng-Latn"]},
+        main_score="v_measure",
+        date=("2020-04-10", "2020-07-16"),
+        domains=["Academic", "Medical", "Written"],
+        task_subtypes=["Thematic clustering"],
+        license="cc-by-sa-4.0",
+        annotations_creators="expert-annotated",
+        dialect=[],
+        sample_creation="created",
+        bibtex_citation="""@inproceedings{katz-etal-2024-knowledge,
+            title = "Knowledge Navigator: {LLM}-guided Browsing Framework for Exploratory Search in Scientific Literature",
+            author = "Katz, Uri  and
+              Levy, Mosh  and
+              Goldberg, Yoav",
+            booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2024",
+            month = nov,
+            year = "2024",
+            address = "Miami, Florida, USA",
+            publisher = "Association for Computational Linguistics",
+            url = "https://aclanthology.org/2024.findings-emnlp.516",
+            pages = "8838--8855",
+        }
+                """,
+        prompt="Identify the main category of the covid-19 papers based on the titles and abstracts",
+    )