Add OpenSearch-text-hybrid for CMTEB (#29)

- Add OpenSearch-text-hybrid for CMTEB (addb5b517226f0df6ee37efa246a948c399fe610)

results.py

@@ -124,6 +124,7 @@ MODELS = [
     "xlm-roberta-base",
     "xlm-roberta-large",
     "Baichuan-text-embedding",
+    "OpenSearch-text-hybrid",
 ]
 
 

results/OpenSearch-text-hybrid/AFQMC.json

@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "AFQMC",
+  "mteb_version": "1.1.1",
+  "validation": {
+    "cos_sim": {
+      "pearson": 0.5448007697632785,
+      "spearman": 0.5910517317043396
+    },
+    "euclidean": {
+      "pearson": 0.5776017337351192,
+      "spearman": 0.5910517317263944
+    },
+    "evaluation_time": 13.5,
+    "manhattan": {
+      "pearson": 0.5694278006730512,
+      "spearman": 0.5837601057675191
+    }
+  }
+}

results/OpenSearch-text-hybrid/ATEC.json

@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "ATEC",
+  "mteb_version": "1.1.1",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.5439664332035901,
+      "spearman": 0.581903934511458
+    },
+    "euclidean": {
+      "pearson": 0.618005128391918,
+      "spearman": 0.5819039682861948
+    },
+    "evaluation_time": 62.72,
+    "manhattan": {
+      "pearson": 0.6092770798871977,
+      "spearman": 0.5778866791344488
+    }
+  }
+}

results/OpenSearch-text-hybrid/AmazonReviewsClassification.json

@@ -0,0 +1,25 @@
+{
+  "dataset_revision": "1399c76144fd37290681b995c656ef9b2e06e26d",
+  "mteb_dataset_name": "AmazonReviewsClassification",
+  "mteb_version": "1.1.1",
+  "test": {
+    "evaluation_time": 121.24,
+    "zh": {
+      "accuracy": 0.46176000000000006,
+      "accuracy_stderr": 0.016800190475110683,
+      "f1": 0.4443910084534812,
+      "f1_stderr": 0.015596119246903663,
+      "main_score": 0.46176000000000006
+    }
+  },
+  "validation": {
+    "evaluation_time": 119.85,
+    "zh": {
+      "accuracy": 0.45576,
+      "accuracy_stderr": 0.01766868416153279,
+      "f1": 0.4385264168958166,
+      "f1_stderr": 0.01365174746585601,
+      "main_score": 0.45576
+    }
+  }
+}

results/OpenSearch-text-hybrid/BQ.json

@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "BQ",
+  "mteb_version": "1.1.1",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.6912198756224959,
+      "spearman": 0.7107421334217027
+    },
+    "euclidean": {
+      "pearson": 0.6989112933103385,
+      "spearman": 0.7107421680691157
+    },
+    "evaluation_time": 31.16,
+    "manhattan": {
+      "pearson": 0.6962393600708987,
+      "spearman": 0.708526667222644
+    }
+  }
+}

results/OpenSearch-text-hybrid/CLSClusteringP2P.json

@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CLSClusteringP2P",
+  "mteb_version": "1.1.1",
+  "test": {
+    "evaluation_time": 1975.35,
+    "v_measure": 0.4163559414180506,
+    "v_measure_std": 0.012343727253695078
+  }
+}

results/OpenSearch-text-hybrid/CLSClusteringS2S.json

@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CLSClusteringS2S",
+  "mteb_version": "1.1.1",
+  "test": {
+    "evaluation_time": 254.39,
+    "v_measure": 0.40330046079955045,
+    "v_measure_std": 0.01445642505323891
+  }
+}

results/OpenSearch-text-hybrid/CMedQAv1.json

@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CMedQAv1",
+  "mteb_version": "1.1.1",
+  "test": {
+    "evaluation_time": 1087.73,
+    "map": 0.8898899122876812,
+    "mrr": 0.9097119047619047
+  }
+}

results/OpenSearch-text-hybrid/CMedQAv2.json

@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CMedQAv2",
+  "mteb_version": "1.1.1",
+  "test": {
+    "evaluation_time": 1058.05,
+    "map": 0.8960081663949322,
+    "mrr": 0.9141246031746032
+  }
+}

results/OpenSearch-text-hybrid/CmedqaRetrieval.json

@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 2781.81,
+    "map_at_1": 0.26664,
+    "map_at_10": 0.3979,
+    "map_at_100": 0.41682,
+    "map_at_1000": 0.41785,
+    "map_at_3": 0.35447,
+    "map_at_5": 0.37803,
+    "mrr_at_1": 0.4056,
+    "mrr_at_10": 0.48869,
+    "mrr_at_100": 0.49821,
+    "mrr_at_1000": 0.49861,
+    "mrr_at_3": 0.46395,
+    "mrr_at_5": 0.47782,
+    "ndcg_at_1": 0.4056,
+    "ndcg_at_10": 0.46558,
+    "ndcg_at_100": 0.53785,
+    "ndcg_at_1000": 0.55525,
+    "ndcg_at_3": 0.41173,
+    "ndcg_at_5": 0.43309,
+    "precision_at_1": 0.4056,
+    "precision_at_10": 0.10343,
+    "precision_at_100": 0.01623,
+    "precision_at_1000": 0.00184,
+    "precision_at_3": 0.23239,
+    "precision_at_5": 0.16829,
+    "recall_at_1": 0.26664,
+    "recall_at_10": 0.57419,
+    "recall_at_100": 0.87209,
+    "recall_at_1000": 0.98821,
+    "recall_at_3": 0.41167,
+    "recall_at_5": 0.47813
+  },
+  "mteb_dataset_name": "CmedqaRetrieval",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/Cmnli.json

@@ -0,0 +1,49 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "Cmnli",
+  "mteb_version": "1.1.1",
+  "validation": {
+    "cos_sim": {
+      "accuracy": 0.8366806975345761,
+      "accuracy_threshold": 0.7407156825065613,
+      "ap": 0.9077455179091799,
+      "f1": 0.8469479353680431,
+      "f1_threshold": 0.7373833060264587,
+      "precision": 0.8142394822006472,
+      "recall": 0.8823942015431377
+    },
+    "dot": {
+      "accuracy": 0.8366806975345761,
+      "accuracy_threshold": 0.740715742111206,
+      "ap": 0.9077451632132499,
+      "f1": 0.8469479353680431,
+      "f1_threshold": 0.7373833060264587,
+      "precision": 0.8142394822006472,
+      "recall": 0.8823942015431377
+    },
+    "euclidean": {
+      "accuracy": 0.8366806975345761,
+      "accuracy_threshold": 0.7201170325279236,
+      "ap": 0.9077454017352489,
+      "f1": 0.8469479353680431,
+      "f1_threshold": 0.7247298955917358,
+      "precision": 0.8142394822006472,
+      "recall": 0.8823942015431377
+    },
+    "evaluation_time": 45.19,
+    "manhattan": {
+      "accuracy": 0.834155141310884,
+      "accuracy_threshold": 23.821239471435547,
+      "ap": 0.9057095444704344,
+      "f1": 0.8451779499270237,
+      "f1_threshold": 23.821239471435547,
+      "precision": 0.8129589632829374,
+      "recall": 0.8800561140986672
+    },
+    "max": {
+      "accuracy": 0.8366806975345761,
+      "ap": 0.9077455179091799,
+      "f1": 0.8469479353680431
+    }
+  }
+}

results/OpenSearch-text-hybrid/CovidRetrieval.json

@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 2686.53,
+    "map_at_1": 0.72866,
+    "map_at_10": 0.80629,
+    "map_at_100": 0.80876,
+    "map_at_1000": 0.80881,
+    "map_at_3": 0.79127,
+    "map_at_5": 0.80014,
+    "mrr_at_1": 0.73024,
+    "mrr_at_10": 0.80634,
+    "mrr_at_100": 0.80875,
+    "mrr_at_1000": 0.8088,
+    "mrr_at_3": 0.79224,
+    "mrr_at_5": 0.80067,
+    "ndcg_at_1": 0.7313,
+    "ndcg_at_10": 0.84025,
+    "ndcg_at_100": 0.85071,
+    "ndcg_at_1000": 0.85194,
+    "ndcg_at_3": 0.81022,
+    "ndcg_at_5": 0.8261,
+    "precision_at_1": 0.7313,
+    "precision_at_10": 0.09547,
+    "precision_at_100": 0.01001,
+    "precision_at_1000": 0.00101,
+    "precision_at_3": 0.28978,
+    "precision_at_5": 0.18209,
+    "recall_at_1": 0.72866,
+    "recall_at_10": 0.94468,
+    "recall_at_100": 0.99052,
+    "recall_at_1000": 1.0,
+    "recall_at_3": 0.86354,
+    "recall_at_5": 0.902
+  },
+  "mteb_dataset_name": "CovidRetrieval",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/DuRetrieval.json

@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 2695.18,
+    "map_at_1": 0.26109,
+    "map_at_10": 0.80786,
+    "map_at_100": 0.83444,
+    "map_at_1000": 0.8348,
+    "map_at_3": 0.55735,
+    "map_at_5": 0.70892,
+    "mrr_at_1": 0.8995,
+    "mrr_at_10": 0.93249,
+    "mrr_at_100": 0.93312,
+    "mrr_at_1000": 0.93314,
+    "mrr_at_3": 0.92992,
+    "mrr_at_5": 0.93144,
+    "ndcg_at_1": 0.8995,
+    "ndcg_at_10": 0.87853,
+    "ndcg_at_100": 0.9036,
+    "ndcg_at_1000": 0.90711,
+    "ndcg_at_3": 0.86564,
+    "ndcg_at_5": 0.85883,
+    "precision_at_1": 0.8995,
+    "precision_at_10": 0.4208,
+    "precision_at_100": 0.048,
+    "precision_at_1000": 0.00488,
+    "precision_at_3": 0.77733,
+    "precision_at_5": 0.6609,
+    "recall_at_1": 0.26109,
+    "recall_at_10": 0.89085,
+    "recall_at_100": 0.97432,
+    "recall_at_1000": 0.99288,
+    "recall_at_3": 0.58006,
+    "recall_at_5": 0.75623
+  },
+  "mteb_dataset_name": "DuRetrieval",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/EcomRetrieval.json

@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 1559.93,
+    "map_at_1": 0.535,
+    "map_at_10": 0.63726,
+    "map_at_100": 0.64219,
+    "map_at_1000": 0.64229,
+    "map_at_3": 0.611,
+    "map_at_5": 0.6271,
+    "mrr_at_1": 0.535,
+    "mrr_at_10": 0.63726,
+    "mrr_at_100": 0.64219,
+    "mrr_at_1000": 0.64229,
+    "mrr_at_3": 0.611,
+    "mrr_at_5": 0.6271,
+    "ndcg_at_1": 0.535,
+    "ndcg_at_10": 0.68789,
+    "ndcg_at_100": 0.71078,
+    "ndcg_at_1000": 0.71333,
+    "ndcg_at_3": 0.63495,
+    "ndcg_at_5": 0.66387,
+    "precision_at_1": 0.535,
+    "precision_at_10": 0.0847,
+    "precision_at_100": 0.00952,
+    "precision_at_1000": 0.00097,
+    "precision_at_3": 0.23467,
+    "precision_at_5": 0.1548,
+    "recall_at_1": 0.535,
+    "recall_at_10": 0.847,
+    "recall_at_100": 0.952,
+    "recall_at_1000": 0.972,
+    "recall_at_3": 0.704,
+    "recall_at_5": 0.774
+  },
+  "mteb_dataset_name": "EcomRetrieval",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/IFlyTek.json

@@ -0,0 +1,13 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "IFlyTek",
+  "mteb_version": "1.1.1",
+  "validation": {
+    "accuracy": 0.5179684494036167,
+    "accuracy_stderr": 0.0023643388219680194,
+    "evaluation_time": 736.14,
+    "f1": 0.3979678530940734,
+    "f1_stderr": 0.0010812358973345832,
+    "main_score": 0.5179684494036167
+  }
+}

results/OpenSearch-text-hybrid/JDReview.json

@@ -0,0 +1,15 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "JDReview",
+  "mteb_version": "1.1.1",
+  "test": {
+    "accuracy": 0.8602251407129456,
+    "accuracy_stderr": 0.008525754422140142,
+    "ap": 0.5417395123133995,
+    "ap_stderr": 0.013316600520823106,
+    "evaluation_time": 36.92,
+    "f1": 0.8071956157027316,
+    "f1_stderr": 0.008527551625622659,
+    "main_score": 0.8602251407129456
+  }
+}

results/OpenSearch-text-hybrid/LCQMC.json

@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "LCQMC",
+  "mteb_version": "1.1.1",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.7247281814042069,
+      "spearman": 0.7826607423260722
+    },
+    "euclidean": {
+      "pearson": 0.7785676096681381,
+      "spearman": 0.782660786637721
+    },
+    "evaluation_time": 27.54,
+    "manhattan": {
+      "pearson": 0.7770673706656344,
+      "spearman": 0.781397636624326
+    }
+  }
+}

results/OpenSearch-text-hybrid/MMarcoReranking.json

@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 948.09,
+    "map": 0.28118395756359127,
+    "mrr": 0.2715833333333333
+  },
+  "mteb_dataset_name": "MMarcoReranking",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/MMarcoRetrieval.json

@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 2191.51,
+    "map_at_1": 0.67483,
+    "map_at_10": 0.76365,
+    "map_at_100": 0.76677,
+    "map_at_1000": 0.76687,
+    "map_at_3": 0.74498,
+    "map_at_5": 0.75705,
+    "mrr_at_1": 0.69799,
+    "mrr_at_10": 0.76969,
+    "mrr_at_100": 0.7725,
+    "mrr_at_1000": 0.77259,
+    "mrr_at_3": 0.7537,
+    "mrr_at_5": 0.7642,
+    "ndcg_at_1": 0.69799,
+    "ndcg_at_10": 0.79928,
+    "ndcg_at_100": 0.8133,
+    "ndcg_at_1000": 0.8159,
+    "ndcg_at_3": 0.76442,
+    "ndcg_at_5": 0.78469,
+    "precision_at_1": 0.69799,
+    "precision_at_10": 0.09609,
+    "precision_at_100": 0.0103,
+    "precision_at_1000": 0.00105,
+    "precision_at_3": 0.28639,
+    "precision_at_5": 0.18238,
+    "recall_at_1": 0.67483,
+    "recall_at_10": 0.90302,
+    "recall_at_100": 0.96632,
+    "recall_at_1000": 0.98663,
+    "recall_at_3": 0.81157,
+    "recall_at_5": 0.85961
+  },
+  "mteb_dataset_name": "MMarcoRetrieval",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/MassiveIntentClassification.json

@@ -0,0 +1,25 @@
+{
+  "dataset_revision": "31efe3c427b0bae9c22cbb560b8f15491cc6bed7",
+  "mteb_dataset_name": "MassiveIntentClassification",
+  "mteb_version": "1.1.1",
+  "test": {
+    "evaluation_time": 5889.45,
+    "zh-CN": {
+      "accuracy": 0.7385339609952926,
+      "accuracy_stderr": 0.01693846462559707,
+      "f1": 0.7127625722171878,
+      "f1_stderr": 0.015145402615063076,
+      "main_score": 0.7385339609952926
+    }
+  },
+  "validation": {
+    "evaluation_time": 5540.62,
+    "zh-CN": {
+      "accuracy": 0.7432857845548451,
+      "accuracy_stderr": 0.014960793018390834,
+      "f1": 0.7060882469770097,
+      "f1_stderr": 0.011707176166553812,
+      "main_score": 0.7432857845548451
+    }
+  }
+}

results/OpenSearch-text-hybrid/MassiveScenarioClassification.json

@@ -0,0 +1,25 @@
+{
+  "dataset_revision": "7d571f92784cd94a019292a1f45445077d0ef634",
+  "mteb_dataset_name": "MassiveScenarioClassification",
+  "mteb_version": "1.1.1",
+  "test": {
+    "evaluation_time": 3374.25,
+    "zh-CN": {
+      "accuracy": 0.7712844653665096,
+      "accuracy_stderr": 0.01563301279528093,
+      "f1": 0.7689256936762179,
+      "f1_stderr": 0.014600406747164986,
+      "main_score": 0.7712844653665096
+    }
+  },
+  "validation": {
+    "evaluation_time": 2863.23,
+    "zh-CN": {
+      "accuracy": 0.7614854894244958,
+      "accuracy_stderr": 0.017421928346820114,
+      "f1": 0.7577658694029716,
+      "f1_stderr": 0.016835807603418285,
+      "main_score": 0.7614854894244958
+    }
+  }
+}

results/OpenSearch-text-hybrid/MedicalRetrieval.json

@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 1950.43,
+    "map_at_1": 0.569,
+    "map_at_10": 0.62927,
+    "map_at_100": 0.63445,
+    "map_at_1000": 0.63485,
+    "map_at_3": 0.61517,
+    "map_at_5": 0.62212,
+    "mrr_at_1": 0.569,
+    "mrr_at_10": 0.62927,
+    "mrr_at_100": 0.63445,
+    "mrr_at_1000": 0.63485,
+    "mrr_at_3": 0.61517,
+    "mrr_at_5": 0.62212,
+    "ndcg_at_1": 0.569,
+    "ndcg_at_10": 0.65919,
+    "ndcg_at_100": 0.68767,
+    "ndcg_at_1000": 0.69846,
+    "ndcg_at_3": 0.62932,
+    "ndcg_at_5": 0.64197,
+    "precision_at_1": 0.569,
+    "precision_at_10": 0.0754,
+    "precision_at_100": 0.00895,
+    "precision_at_1000": 0.00098,
+    "precision_at_3": 0.22333,
+    "precision_at_5": 0.1402,
+    "recall_at_1": 0.569,
+    "recall_at_10": 0.754,
+    "recall_at_100": 0.895,
+    "recall_at_1000": 0.98,
+    "recall_at_3": 0.67,
+    "recall_at_5": 0.701
+  },
+  "mteb_dataset_name": "MedicalRetrieval",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/MultilingualSentiment.json

@@ -0,0 +1,13 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "MultilingualSentiment",
+  "mteb_version": "1.1.1",
+  "validation": {
+    "accuracy": 0.7634666666666667,
+    "accuracy_stderr": 0.005854153321455726,
+    "evaluation_time": 89.75,
+    "f1": 0.7624322495729441,
+    "f1_stderr": 0.007769014560653433,
+    "main_score": 0.7634666666666667
+  }
+}

results/OpenSearch-text-hybrid/Ocnli.json

@@ -0,0 +1,49 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "Ocnli",
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+}

results/OpenSearch-text-hybrid/OnlineShopping.json

@@ -0,0 +1,15 @@
+{
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+  "mteb_dataset_name": "OnlineShopping",
+  "mteb_version": "1.1.1",
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+    "main_score": 0.932
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+}

results/OpenSearch-text-hybrid/PAWSX.json

@@ -0,0 +1,20 @@
+{
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+  "mteb_dataset_name": "PAWSX",
+  "mteb_version": "1.1.1",
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+      "spearman": 0.44498951533768694
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+  }
+}

results/OpenSearch-text-hybrid/QBQTC.json

@@ -0,0 +1,20 @@
+{
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+  "mteb_dataset_name": "QBQTC",
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+      "spearman": 0.38452077943107765
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+}

results/OpenSearch-text-hybrid/STS22.json

@@ -0,0 +1,22 @@
+{
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+  "mteb_dataset_name": "STS22",
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+    }
+  }
+}

results/OpenSearch-text-hybrid/STSB.json

@@ -0,0 +1,20 @@
+{
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+  "mteb_dataset_name": "STSB",
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+  }
+}

results/OpenSearch-text-hybrid/T2Reranking.json

@@ -0,0 +1,10 @@
+{
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+  "mteb_dataset_name": "T2Reranking",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/T2Retrieval.json

@@ -0,0 +1,38 @@
+{
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+    "precision_at_10": 0.42665,
+    "precision_at_100": 0.05037,
+    "precision_at_1000": 0.00517,
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+    "precision_at_5": 0.64409,
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+    "recall_at_100": 0.96155,
+    "recall_at_1000": 0.98866,
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+    "recall_at_5": 0.72075
+  },
+  "mteb_dataset_name": "T2Retrieval",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/TNews.json

@@ -0,0 +1,13 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "TNews",
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+}

results/OpenSearch-text-hybrid/ThuNewsClusteringP2P.json

@@ -0,0 +1,10 @@
+{
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+  "mteb_dataset_name": "ThuNewsClusteringP2P",
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+}

results/OpenSearch-text-hybrid/ThuNewsClusteringS2S.json

@@ -0,0 +1,10 @@
+{
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+  "mteb_dataset_name": "ThuNewsClusteringS2S",
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+}

results/OpenSearch-text-hybrid/VideoRetrieval.json

@@ -0,0 +1,38 @@
+{
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+    "precision_at_10": 0.0886,
+    "precision_at_100": 0.0097,
+    "precision_at_1000": 0.00099,
+    "precision_at_3": 0.266,
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+    "recall_at_1": 0.617,
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+    "recall_at_100": 0.97,
+    "recall_at_1000": 0.992,
+    "recall_at_3": 0.798,
+    "recall_at_5": 0.834
+  },
+  "mteb_dataset_name": "VideoRetrieval",
+  "mteb_version": "1.1.1"
+}

results/OpenSearch-text-hybrid/Waimai.json

@@ -0,0 +1,15 @@
+{
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+  "mteb_dataset_name": "Waimai",
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