diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/AmazonCounterfactualClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/AmazonCounterfactualClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..5fd1c5efe62056f23b8861efee30db7a716c670a
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/AmazonCounterfactualClassification.json
@@ -0,0 +1,17 @@
+{
+  "dataset_revision": "e8379541af4e31359cca9fbcf4b00f2671dba205",
+  "mteb_dataset_name": "AmazonCounterfactualClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "en": {
+      "accuracy": 0.6791044776119403,
+      "accuracy_stderr": 0.03152753237082835,
+      "ap": 0.29629449961786886,
+      "ap_stderr": 0.026424249479941594,
+      "f1": 0.6137491646918283,
+      "f1_stderr": 0.02970982957797591,
+      "main_score": 0.6791044776119403
+    },
+    "evaluation_time": 7.07
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/AmazonPolarityClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/AmazonPolarityClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..29d33febc98ff6d287acf3e8de9420401c5c33e7
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/AmazonPolarityClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "e2d317d38cd51312af73b3d32a06d1a08b442046",
+  "mteb_dataset_name": "AmazonPolarityClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "accuracy": 0.70071825,
+    "accuracy_stderr": 0.031367811488251775,
+    "ap": 0.6433610968660372,
+    "ap_stderr": 0.02760821555925155,
+    "evaluation_time": 589.1,
+    "f1": 0.6991810269368447,
+    "f1_stderr": 0.03196976837277278,
+    "main_score": 0.70071825
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/AmazonReviewsClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/AmazonReviewsClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..921defe1e418c8dd4326452d023d9f4380f58882
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/AmazonReviewsClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "1399c76144fd37290681b995c656ef9b2e06e26d",
+  "mteb_dataset_name": "AmazonReviewsClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "en": {
+      "accuracy": 0.34406000000000003,
+      "accuracy_stderr": 0.02373150648399717,
+      "f1": 0.3428624475236607,
+      "f1_stderr": 0.02222686117747281,
+      "main_score": 0.34406000000000003
+    },
+    "evaluation_time": 12.43
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/ArguAna.json b/results/facebook-dpr-ctx_encoder-multiset-base/ArguAna.json
new file mode 100644
index 0000000000000000000000000000000000000000..6ed72e3b98c8ffe3ee04d90d64f9b81415a8db53
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/ArguAna.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "c22ab2a51041ffd869aaddef7af8d8215647e41a",
+  "mteb_dataset_name": "ArguAna",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 13.74,
+    "map_at_1": 0.07895,
+    "map_at_10": 0.13898,
+    "map_at_100": 0.15286,
+    "map_at_1000": 0.15395,
+    "map_at_3": 0.11558,
+    "map_at_5": 0.12731,
+    "mrr_at_1": 0.07966,
+    "mrr_at_10": 0.13944,
+    "mrr_at_100": 0.15326,
+    "mrr_at_1000": 0.15434,
+    "mrr_at_3": 0.11593,
+    "mrr_at_5": 0.12745,
+    "ndcg_at_1": 0.07895,
+    "ndcg_at_10": 0.17824,
+    "ndcg_at_100": 0.25135,
+    "ndcg_at_1000": 0.28282,
+    "ndcg_at_3": 0.12788,
+    "ndcg_at_5": 0.14915,
+    "precision_at_1": 0.07895,
+    "precision_at_10": 0.03073,
+    "precision_at_100": 0.00663,
+    "precision_at_1000": 0.00092,
+    "precision_at_3": 0.05453,
+    "precision_at_5": 0.0431,
+    "recall_at_1": 0.07895,
+    "recall_at_10": 0.30725,
+    "recall_at_100": 0.66287,
+    "recall_at_1000": 0.91607,
+    "recall_at_3": 0.16358,
+    "recall_at_5": 0.2155
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/ArxivClusteringP2P.json b/results/facebook-dpr-ctx_encoder-multiset-base/ArxivClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..883b3c583a40f87b6fc8d16352837163161429ec
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/ArxivClusteringP2P.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "a122ad7f3f0291bf49cc6f4d32aa80929df69d5d",
+  "mteb_dataset_name": "ArxivClusteringP2P",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 1101.52,
+    "main_score": 0.33623846685155573,
+    "v_measure": 0.33623846685155573,
+    "v_measure_std": 0.14551575644408446
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/ArxivClusteringS2S.json b/results/facebook-dpr-ctx_encoder-multiset-base/ArxivClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..303251128dd60e8b5e3995c4e26b346d4e9ac50a
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/ArxivClusteringS2S.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "f910caf1a6075f7329cdf8c1a6135696f37dbd53",
+  "mteb_dataset_name": "ArxivClusteringS2S",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 420.52,
+    "main_score": 0.24657001549405072,
+    "v_measure": 0.24657001549405072,
+    "v_measure_std": 0.1517131189243164
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/AskUbuntuDupQuestions.json b/results/facebook-dpr-ctx_encoder-multiset-base/AskUbuntuDupQuestions.json
new file mode 100644
index 0000000000000000000000000000000000000000..36e50399572f6a486a87f8704717688649643072
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/AskUbuntuDupQuestions.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "2000358ca161889fa9c082cb41daa8dcfb161a54",
+  "mteb_dataset_name": "AskUbuntuDupQuestions",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 3.21,
+    "map": 0.4779397500119113,
+    "mrr": 0.6026667546058128
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/BIOSSES.json b/results/facebook-dpr-ctx_encoder-multiset-base/BIOSSES.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ea7a96dbe50d8db6d820f01a1eaa8dadef70d48
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/BIOSSES.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "d3fb88f8f02e40887cd149695127462bbcf29b4a",
+  "mteb_dataset_name": "BIOSSES",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.6991021879305604,
+      "spearman": 0.7047329252876569
+    },
+    "euclidean": {
+      "pearson": 0.6850302699729017,
+      "spearman": 0.6896904138591307
+    },
+    "evaluation_time": 0.25,
+    "manhattan": {
+      "pearson": 0.6773341583604899,
+      "spearman": 0.6831300234123285
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/Banking77Classification.json b/results/facebook-dpr-ctx_encoder-multiset-base/Banking77Classification.json
new file mode 100644
index 0000000000000000000000000000000000000000..24dad3855a7aa5fca5a42fcc44ead36b4fed878c
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/Banking77Classification.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": "0fd18e25b25c072e09e0d92ab615fda904d66300",
+  "mteb_dataset_name": "Banking77Classification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "accuracy": 0.6622077922077921,
+    "accuracy_stderr": 0.007074942778182428,
+    "evaluation_time": 17.73,
+    "f1": 0.6603154200824919,
+    "f1_stderr": 0.007476883785250584,
+    "main_score": 0.6622077922077921
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/BiorxivClusteringP2P.json b/results/facebook-dpr-ctx_encoder-multiset-base/BiorxivClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f7af42bf10315572cd906bc57f861998cc73e41
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/BiorxivClusteringP2P.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "65b79d1d13f80053f67aca9498d9402c2d9f1f40",
+  "mteb_dataset_name": "BiorxivClusteringP2P",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 118.08,
+    "main_score": 0.2554494281724916,
+    "v_measure": 0.2554494281724916,
+    "v_measure_std": 0.006977839153185746
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/BiorxivClusteringS2S.json b/results/facebook-dpr-ctx_encoder-multiset-base/BiorxivClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..f4ba75aa35886e88b46b9043e85f60d2be0996dd
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/BiorxivClusteringS2S.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "258694dd0231531bc1fd9de6ceb52a0853c6d908",
+  "mteb_dataset_name": "BiorxivClusteringS2S",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 48.46,
+    "main_score": 0.2065952943989255,
+    "v_measure": 0.2065952943989255,
+    "v_measure_std": 0.006974478630428251
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackAndroidRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackAndroidRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff9395b0a25f288d7e92f16928202fbbee916a4e
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackAndroidRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "f46a197baaae43b4f621051089b82a364682dfeb",
+  "mteb_dataset_name": "CQADupstackAndroidRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 25.87,
+    "map_at_1": 0.0679,
+    "map_at_10": 0.10294,
+    "map_at_100": 0.10966,
+    "map_at_1000": 0.11105,
+    "map_at_3": 0.091,
+    "map_at_5": 0.09714,
+    "mrr_at_1": 0.08155,
+    "mrr_at_10": 0.12481,
+    "mrr_at_100": 0.13153,
+    "mrr_at_1000": 0.13259,
+    "mrr_at_3": 0.10873,
+    "mrr_at_5": 0.11595,
+    "ndcg_at_1": 0.08155,
+    "ndcg_at_10": 0.129,
+    "ndcg_at_100": 0.16608,
+    "ndcg_at_1000": 0.20506,
+    "ndcg_at_3": 0.10406,
+    "ndcg_at_5": 0.11397,
+    "precision_at_1": 0.08155,
+    "precision_at_10": 0.02589,
+    "precision_at_100": 0.00587,
+    "precision_at_1000": 0.00119,
+    "precision_at_3": 0.04959,
+    "precision_at_5": 0.03662,
+    "recall_at_1": 0.0679,
+    "recall_at_10": 0.18763,
+    "recall_at_100": 0.35411,
+    "recall_at_1000": 0.63344,
+    "recall_at_3": 0.11675,
+    "recall_at_5": 0.14358
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackEnglishRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackEnglishRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d94dc52ac8b1c3134c5be75419c69ac0dab9a4b
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackEnglishRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "ad9991cb51e31e31e430383c75ffb2885547b5f0",
+  "mteb_dataset_name": "CQADupstackEnglishRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 44.22,
+    "map_at_1": 0.07957,
+    "map_at_10": 0.11677,
+    "map_at_100": 0.12313,
+    "map_at_1000": 0.12415,
+    "map_at_3": 0.10406,
+    "map_at_5": 0.11158,
+    "mrr_at_1": 0.10318,
+    "mrr_at_10": 0.14189,
+    "mrr_at_100": 0.14832,
+    "mrr_at_1000": 0.14921,
+    "mrr_at_3": 0.12866,
+    "mrr_at_5": 0.13627,
+    "ndcg_at_1": 0.10318,
+    "ndcg_at_10": 0.14197,
+    "ndcg_at_100": 0.17471,
+    "ndcg_at_1000": 0.20383,
+    "ndcg_at_3": 0.12008,
+    "ndcg_at_5": 0.13106,
+    "precision_at_1": 0.10318,
+    "precision_at_10": 0.02828,
+    "precision_at_100": 0.00557,
+    "precision_at_1000": 0.00102,
+    "precision_at_3": 0.05987,
+    "precision_at_5": 0.04522,
+    "recall_at_1": 0.07957,
+    "recall_at_10": 0.19226,
+    "recall_at_100": 0.34204,
+    "recall_at_1000": 0.54815,
+    "recall_at_3": 0.12878,
+    "recall_at_5": 0.15794
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackGamingRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackGamingRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c37d214d1b68ee1b39a5c22a2a640d1a88a4d77
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackGamingRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "4885aa143210c98657558c04aaf3dc47cfb54340",
+  "mteb_dataset_name": "CQADupstackGamingRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 49.95,
+    "map_at_1": 0.07395,
+    "map_at_10": 0.10788,
+    "map_at_100": 0.1148,
+    "map_at_1000": 0.1159,
+    "map_at_3": 0.09654,
+    "map_at_5": 0.10256,
+    "mrr_at_1": 0.09216,
+    "mrr_at_10": 0.12606,
+    "mrr_at_100": 0.13271,
+    "mrr_at_1000": 0.13366,
+    "mrr_at_3": 0.11484,
+    "mrr_at_5": 0.12073,
+    "ndcg_at_1": 0.09216,
+    "ndcg_at_10": 0.13022,
+    "ndcg_at_100": 0.16835,
+    "ndcg_at_1000": 0.20037,
+    "ndcg_at_3": 0.10851,
+    "ndcg_at_5": 0.11833,
+    "precision_at_1": 0.09216,
+    "precision_at_10": 0.02307,
+    "precision_at_100": 0.00489,
+    "precision_at_1000": 0.00085,
+    "precision_at_3": 0.05099,
+    "precision_at_5": 0.03712,
+    "recall_at_1": 0.07395,
+    "recall_at_10": 0.18226,
+    "recall_at_100": 0.36314,
+    "recall_at_1000": 0.607,
+    "recall_at_3": 0.12115,
+    "recall_at_5": 0.1457
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackGisRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackGisRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..9d9a48a4e8f9e06f74996c8d10594629bb197690
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackGisRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "5003b3064772da1887988e05400cf3806fe491f2",
+  "mteb_dataset_name": "CQADupstackGisRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 43.83,
+    "map_at_1": 0.05461,
+    "map_at_10": 0.07989,
+    "map_at_100": 0.08591,
+    "map_at_1000": 0.08691,
+    "map_at_3": 0.07203,
+    "map_at_5": 0.0762,
+    "mrr_at_1": 0.06102,
+    "mrr_at_10": 0.08901,
+    "mrr_at_100": 0.09529,
+    "mrr_at_1000": 0.09622,
+    "mrr_at_3": 0.08023,
+    "mrr_at_5": 0.08469,
+    "ndcg_at_1": 0.06102,
+    "ndcg_at_10": 0.0967,
+    "ndcg_at_100": 0.13267,
+    "ndcg_at_1000": 0.16292,
+    "ndcg_at_3": 0.08006,
+    "ndcg_at_5": 0.08759,
+    "precision_at_1": 0.06102,
+    "precision_at_10": 0.01627,
+    "precision_at_100": 0.00369,
+    "precision_at_1000": 0.00067,
+    "precision_at_3": 0.03653,
+    "precision_at_5": 0.02621,
+    "recall_at_1": 0.05461,
+    "recall_at_10": 0.14038,
+    "recall_at_100": 0.31825,
+    "recall_at_1000": 0.55515,
+    "recall_at_3": 0.09436,
+    "recall_at_5": 0.11301
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackMathematicaRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackMathematicaRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..026e9d85ddfbd6c538bf0ad7cc73a7f47cc93d6d
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackMathematicaRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "90fceea13679c63fe563ded68f3b6f06e50061de",
+  "mteb_dataset_name": "CQADupstackMathematicaRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 20.83,
+    "map_at_1": 0.03255,
+    "map_at_10": 0.0514,
+    "map_at_100": 0.05687,
+    "map_at_1000": 0.05805,
+    "map_at_3": 0.04537,
+    "map_at_5": 0.048,
+    "mrr_at_1": 0.04726,
+    "mrr_at_10": 0.07067,
+    "mrr_at_100": 0.07664,
+    "mrr_at_1000": 0.07771,
+    "mrr_at_3": 0.06364,
+    "mrr_at_5": 0.06718,
+    "ndcg_at_1": 0.04726,
+    "ndcg_at_10": 0.06675,
+    "ndcg_at_100": 0.09859,
+    "ndcg_at_1000": 0.13457,
+    "ndcg_at_3": 0.05497,
+    "ndcg_at_5": 0.05923,
+    "precision_at_1": 0.04726,
+    "precision_at_10": 0.01356,
+    "precision_at_100": 0.00353,
+    "precision_at_1000": 0.0008,
+    "precision_at_3": 0.02861,
+    "precision_at_5": 0.02065,
+    "recall_at_1": 0.03255,
+    "recall_at_10": 0.09607,
+    "recall_at_100": 0.24546,
+    "recall_at_1000": 0.51168,
+    "recall_at_3": 0.06203,
+    "recall_at_5": 0.07385
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackPhysicsRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackPhysicsRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a35d81bd0e4ee30146bb58ef6c0f8aeaba171e4
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackPhysicsRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "79531abbd1fb92d06c6d6315a0cbbbf5bb247ea4",
+  "mteb_dataset_name": "CQADupstackPhysicsRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 45.28,
+    "map_at_1": 0.10749,
+    "map_at_10": 0.14256,
+    "map_at_100": 0.15075,
+    "map_at_1000": 0.1522,
+    "map_at_3": 0.12944,
+    "map_at_5": 0.13591,
+    "mrr_at_1": 0.12897,
+    "mrr_at_10": 0.17045,
+    "mrr_at_100": 0.17853,
+    "mrr_at_1000": 0.17957,
+    "mrr_at_3": 0.15512,
+    "mrr_at_5": 0.16267,
+    "ndcg_at_1": 0.12897,
+    "ndcg_at_10": 0.17076,
+    "ndcg_at_100": 0.21676,
+    "ndcg_at_1000": 0.25504,
+    "ndcg_at_3": 0.14593,
+    "ndcg_at_5": 0.15567,
+    "precision_at_1": 0.12897,
+    "precision_at_10": 0.03138,
+    "precision_at_100": 0.00656,
+    "precision_at_1000": 0.00122,
+    "precision_at_3": 0.06673,
+    "precision_at_5": 0.04812,
+    "recall_at_1": 0.10749,
+    "recall_at_10": 0.23096,
+    "recall_at_100": 0.44275,
+    "recall_at_1000": 0.71156,
+    "recall_at_3": 0.15842,
+    "recall_at_5": 0.18458
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackProgrammersRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackProgrammersRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..5467b0087a7132b90dee9f67fe4a4549e0560d02
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackProgrammersRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "6184bc1440d2dbc7612be22b50686b8826d22b32",
+  "mteb_dataset_name": "CQADupstackProgrammersRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 37.93,
+    "map_at_1": 0.05764,
+    "map_at_10": 0.08269,
+    "map_at_100": 0.08879,
+    "map_at_1000": 0.08983,
+    "map_at_3": 0.07331,
+    "map_at_5": 0.07816,
+    "mrr_at_1": 0.06963,
+    "mrr_at_10": 0.097,
+    "mrr_at_100": 0.10359,
+    "mrr_at_1000": 0.10453,
+    "mrr_at_3": 0.08733,
+    "mrr_at_5": 0.09201,
+    "ndcg_at_1": 0.06963,
+    "ndcg_at_10": 0.09993,
+    "ndcg_at_100": 0.13492,
+    "ndcg_at_1000": 0.16694,
+    "ndcg_at_3": 0.08237,
+    "ndcg_at_5": 0.08935,
+    "precision_at_1": 0.06963,
+    "precision_at_10": 0.01918,
+    "precision_at_100": 0.00427,
+    "precision_at_1000": 0.00085,
+    "precision_at_3": 0.03919,
+    "precision_at_5": 0.02854,
+    "recall_at_1": 0.05764,
+    "recall_at_10": 0.13962,
+    "recall_at_100": 0.30309,
+    "recall_at_1000": 0.54135,
+    "recall_at_3": 0.09008,
+    "recall_at_5": 0.10899
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ad6c8d354b3c6e95e3e420a545763c720379db3
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackRetrieval.json
@@ -0,0 +1,38 @@
+{
+    "dataset_revision": "4885aa143210c98657558c04aaf3dc47cfb54340",
+    "mteb_dataset_name": "CQADupstackRetrieval",
+    "mteb_version": "1.2.0",
+    "test": {
+        "evaluation_time": 535.6,
+        "map_at_1": 0.06045000000000001,
+        "map_at_10": 0.08727916666666666,
+        "map_at_100": 0.09325166666666668,
+        "map_at_1000": 0.09434333333333333,
+        "map_at_3": 0.07769749999999999,
+        "map_at_5": 0.08274416666666667,
+        "mrr_at_1": 0.07319083333333334,
+        "mrr_at_10": 0.10369249999999998,
+        "mrr_at_100": 0.10991000000000001,
+        "mrr_at_1000": 0.11085416666666667,
+        "mrr_at_3": 0.09300583333333334,
+        "mrr_at_5": 0.0984775,
+        "ndcg_at_1": 0.07319083333333334,
+        "ndcg_at_10": 0.10670916666666667,
+        "ndcg_at_100": 0.14045583333333334,
+        "ndcg_at_1000": 0.17263333333333333,
+        "ndcg_at_3": 0.0880475,
+        "ndcg_at_5": 0.09612083333333334,
+        "precision_at_1": 0.07319083333333334,
+        "precision_at_10": 0.0199975,
+        "precision_at_100": 0.0044199999999999995,
+        "precision_at_1000": 0.0008758333333333335,
+        "precision_at_3": 0.04143416666666667,
+        "precision_at_5": 0.030605833333333332,
+        "recall_at_1": 0.06045000000000001,
+        "recall_at_10": 0.15040416666666667,
+        "recall_at_100": 0.3094558333333334,
+        "recall_at_1000": 0.5482333333333334,
+        "recall_at_3": 0.09763583333333332,
+        "recall_at_5": 0.11856416666666668
+    }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackStatsRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackStatsRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f700731fbd788cc24ed0835a235ad2a4b70466b
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackStatsRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "65ac3a16b8e91f9cee4c9828cc7c335575432a2a",
+  "mteb_dataset_name": "CQADupstackStatsRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 49.82,
+    "map_at_1": 0.05598,
+    "map_at_10": 0.08435,
+    "map_at_100": 0.08968,
+    "map_at_1000": 0.0905,
+    "map_at_3": 0.0754,
+    "map_at_5": 0.08047,
+    "mrr_at_1": 0.06288,
+    "mrr_at_10": 0.09468,
+    "mrr_at_100": 0.10029,
+    "mrr_at_1000": 0.10106,
+    "mrr_at_3": 0.08436,
+    "mrr_at_5": 0.09034,
+    "ndcg_at_1": 0.06288,
+    "ndcg_at_10": 0.10232,
+    "ndcg_at_100": 0.13322,
+    "ndcg_at_1000": 0.15805,
+    "ndcg_at_3": 0.084,
+    "ndcg_at_5": 0.09277,
+    "precision_at_1": 0.06288,
+    "precision_at_10": 0.01764,
+    "precision_at_100": 0.0037,
+    "precision_at_1000": 0.00065,
+    "precision_at_3": 0.03783,
+    "precision_at_5": 0.02791,
+    "recall_at_1": 0.05598,
+    "recall_at_10": 0.14746,
+    "recall_at_100": 0.29596,
+    "recall_at_1000": 0.48431,
+    "recall_at_3": 0.0973,
+    "recall_at_5": 0.1191
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackTexRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackTexRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..1fe580481578f2a3b79e8093c1f89e746352aeb1
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackTexRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "46989137a86843e03a6195de44b09deda022eec7",
+  "mteb_dataset_name": "CQADupstackTexRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 86.16,
+    "map_at_1": 0.04759,
+    "map_at_10": 0.06545,
+    "map_at_100": 0.0702,
+    "map_at_1000": 0.07106,
+    "map_at_3": 0.05864,
+    "map_at_5": 0.0619,
+    "mrr_at_1": 0.05609,
+    "mrr_at_10": 0.07765,
+    "mrr_at_100": 0.08315,
+    "mrr_at_1000": 0.08396,
+    "mrr_at_3": 0.06963,
+    "mrr_at_5": 0.07355,
+    "ndcg_at_1": 0.05609,
+    "ndcg_at_10": 0.07947,
+    "ndcg_at_100": 0.10704,
+    "ndcg_at_1000": 0.13469,
+    "ndcg_at_3": 0.06569,
+    "ndcg_at_5": 0.07115,
+    "precision_at_1": 0.05609,
+    "precision_at_10": 0.01456,
+    "precision_at_100": 0.00342,
+    "precision_at_1000": 0.00069,
+    "precision_at_3": 0.02982,
+    "precision_at_5": 0.02202,
+    "recall_at_1": 0.04759,
+    "recall_at_10": 0.11071,
+    "recall_at_100": 0.24013,
+    "recall_at_1000": 0.45028,
+    "recall_at_3": 0.07201,
+    "recall_at_5": 0.08566
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackUnixRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackUnixRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ad9385bdddf3ce91b83732bc1ec595d1b1f200d
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackUnixRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "6c6430d3a6d36f8d2a829195bc5dc94d7e063e53",
+  "mteb_dataset_name": "CQADupstackUnixRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 55.55,
+    "map_at_1": 0.06988,
+    "map_at_10": 0.08483,
+    "map_at_100": 0.09025,
+    "map_at_1000": 0.09121,
+    "map_at_3": 0.07614,
+    "map_at_5": 0.07979,
+    "mrr_at_1": 0.07929,
+    "mrr_at_10": 0.09801,
+    "mrr_at_100": 0.10401,
+    "mrr_at_1000": 0.10487,
+    "mrr_at_3": 0.08784,
+    "mrr_at_5": 0.09213,
+    "ndcg_at_1": 0.07929,
+    "ndcg_at_10": 0.09981,
+    "ndcg_at_100": 0.13122,
+    "ndcg_at_1000": 0.16087,
+    "ndcg_at_3": 0.08139,
+    "ndcg_at_5": 0.08767,
+    "precision_at_1": 0.07929,
+    "precision_at_10": 0.01679,
+    "precision_at_100": 0.00369,
+    "precision_at_1000": 0.00072,
+    "precision_at_3": 0.03296,
+    "precision_at_5": 0.02388,
+    "recall_at_1": 0.06988,
+    "recall_at_10": 0.13443,
+    "recall_at_100": 0.28261,
+    "recall_at_1000": 0.50482,
+    "recall_at_3": 0.08427,
+    "recall_at_5": 0.09962
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackWebmastersRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackWebmastersRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8b47902492f5a21f1362db95faa3badcf4ff7a6
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackWebmastersRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "160c094312a0e1facb97e55eeddb698c0abe3571",
+  "mteb_dataset_name": "CQADupstackWebmastersRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 20.09,
+    "map_at_1": 0.0462,
+    "map_at_10": 0.07928,
+    "map_at_100": 0.08512,
+    "map_at_1000": 0.08647,
+    "map_at_3": 0.06989,
+    "map_at_5": 0.07562,
+    "mrr_at_1": 0.05929,
+    "mrr_at_10": 0.09768,
+    "mrr_at_100": 0.10363,
+    "mrr_at_1000": 0.10471,
+    "mrr_at_3": 0.08794,
+    "mrr_at_5": 0.09338,
+    "ndcg_at_1": 0.05929,
+    "ndcg_at_10": 0.10027,
+    "ndcg_at_100": 0.13134,
+    "ndcg_at_1000": 0.16973,
+    "ndcg_at_3": 0.08376,
+    "ndcg_at_5": 0.09207,
+    "precision_at_1": 0.05929,
+    "precision_at_10": 0.02134,
+    "precision_at_100": 0.00508,
+    "precision_at_1000": 0.00127,
+    "precision_at_3": 0.04414,
+    "precision_at_5": 0.0336,
+    "recall_at_1": 0.0462,
+    "recall_at_10": 0.14242,
+    "recall_at_100": 0.29053,
+    "recall_at_1000": 0.57127,
+    "recall_at_3": 0.09371,
+    "recall_at_5": 0.11634
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackWordpressRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackWordpressRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..702cbe05a6a6e78a513aa63eadc724a137fdb5a7
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/CQADupstackWordpressRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "4ffe81d471b1924886b33c7567bfb200e9eec5c4",
+  "mteb_dataset_name": "CQADupstackWordpressRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 56.07,
+    "map_at_1": 0.03204,
+    "map_at_10": 0.04931,
+    "map_at_100": 0.05386,
+    "map_at_1000": 0.05479,
+    "map_at_3": 0.04055,
+    "map_at_5": 0.0456,
+    "mrr_at_1": 0.03697,
+    "mrr_at_10": 0.0564,
+    "mrr_at_100": 0.06123,
+    "mrr_at_1000": 0.06216,
+    "mrr_at_3": 0.04775,
+    "mrr_at_5": 0.05283,
+    "ndcg_at_1": 0.03697,
+    "ndcg_at_10": 0.06331,
+    "ndcg_at_100": 0.09057,
+    "ndcg_at_1000": 0.11953,
+    "ndcg_at_3": 0.04575,
+    "ndcg_at_5": 0.05459,
+    "precision_at_1": 0.03697,
+    "precision_at_10": 0.01201,
+    "precision_at_100": 0.00277,
+    "precision_at_1000": 0.00058,
+    "precision_at_3": 0.02095,
+    "precision_at_5": 0.01738,
+    "recall_at_1": 0.03204,
+    "recall_at_10": 0.10065,
+    "recall_at_100": 0.2354,
+    "recall_at_1000": 0.45979,
+    "recall_at_3": 0.05277,
+    "recall_at_5": 0.0744
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/ClimateFEVER.json b/results/facebook-dpr-ctx_encoder-multiset-base/ClimateFEVER.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e76e370648f5b7a551ce05fd643e90121c0c97d
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/ClimateFEVER.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "47f2ac6acb640fc46020b02a5b59fdda04d39380",
+  "mteb_dataset_name": "ClimateFEVER",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 5497.01,
+    "map_at_1": 0.05232,
+    "map_at_10": 0.08581,
+    "map_at_100": 0.0956,
+    "map_at_1000": 0.09715,
+    "map_at_3": 0.07293,
+    "map_at_5": 0.07917,
+    "mrr_at_1": 0.11661,
+    "mrr_at_10": 0.18266,
+    "mrr_at_100": 0.19403,
+    "mrr_at_1000": 0.19487,
+    "mrr_at_3": 0.16135,
+    "mrr_at_5": 0.17268,
+    "ndcg_at_1": 0.11661,
+    "ndcg_at_10": 0.12881,
+    "ndcg_at_100": 0.18062,
+    "ndcg_at_1000": 0.21742,
+    "ndcg_at_3": 0.10402,
+    "ndcg_at_5": 0.1117,
+    "precision_at_1": 0.11661,
+    "precision_at_10": 0.03961,
+    "precision_at_100": 0.0095,
+    "precision_at_1000": 0.00162,
+    "precision_at_3": 0.07644,
+    "precision_at_5": 0.05798,
+    "recall_at_1": 0.05232,
+    "recall_at_10": 0.16047,
+    "recall_at_100": 0.34754,
+    "recall_at_1000": 0.56165,
+    "recall_at_3": 0.0975,
+    "recall_at_5": 0.12067
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/DBPedia.json b/results/facebook-dpr-ctx_encoder-multiset-base/DBPedia.json
new file mode 100644
index 0000000000000000000000000000000000000000..c5747c2023e54c6856268920d4c7f8b59adcafb8
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/DBPedia.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "c0f706b76e590d620bd6618b3ca8efdd34e2d659",
+  "mteb_dataset_name": "DBPedia",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 4542.8,
+    "map_at_1": 0.02154,
+    "map_at_10": 0.05148,
+    "map_at_100": 0.07013,
+    "map_at_1000": 0.07515,
+    "map_at_3": 0.03532,
+    "map_at_5": 0.04242,
+    "mrr_at_1": 0.2225,
+    "mrr_at_10": 0.30976,
+    "mrr_at_100": 0.31733,
+    "mrr_at_1000": 0.31802,
+    "mrr_at_3": 0.2825,
+    "mrr_at_5": 0.30113,
+    "ndcg_at_1": 0.16,
+    "ndcg_at_10": 0.13396,
+    "ndcg_at_100": 0.15842,
+    "ndcg_at_1000": 0.21134,
+    "ndcg_at_3": 0.14048,
+    "ndcg_at_5": 0.13809,
+    "precision_at_1": 0.2225,
+    "precision_at_10": 0.1155,
+    "precision_at_100": 0.03545,
+    "precision_at_1000": 0.00787,
+    "precision_at_3": 0.17,
+    "precision_at_5": 0.148,
+    "recall_at_1": 0.02154,
+    "recall_at_10": 0.08673,
+    "recall_at_100": 0.21172,
+    "recall_at_1000": 0.40358,
+    "recall_at_3": 0.04288,
+    "recall_at_5": 0.06195
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/EmotionClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/EmotionClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b51b27af3a45e2be17912719f72762e24798bd8
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/EmotionClassification.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": "4f58c6b202a23cf9a4da393831edf4f9183cad37",
+  "mteb_dataset_name": "EmotionClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "accuracy": 0.3752000000000001,
+    "accuracy_stderr": 0.01989623079882219,
+    "evaluation_time": 6.45,
+    "f1": 0.3285105821660149,
+    "f1_stderr": 0.01751431369138334,
+    "main_score": 0.3752000000000001
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/FEVER.json b/results/facebook-dpr-ctx_encoder-multiset-base/FEVER.json
new file mode 100644
index 0000000000000000000000000000000000000000..639eaf23e002295204aede12649f0d264b811019
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/FEVER.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "bea83ef9e8fb933d90a2f1d5515737465d613e12",
+  "mteb_dataset_name": "FEVER",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 6048.77,
+    "map_at_1": 0.2377,
+    "map_at_10": 0.31304,
+    "map_at_100": 0.32042,
+    "map_at_1000": 0.32094,
+    "map_at_3": 0.2918,
+    "map_at_5": 0.30382,
+    "mrr_at_1": 0.25503,
+    "mrr_at_10": 0.33461,
+    "mrr_at_100": 0.34181,
+    "mrr_at_1000": 0.34229,
+    "mrr_at_3": 0.31266,
+    "mrr_at_5": 0.32521,
+    "ndcg_at_1": 0.25503,
+    "ndcg_at_10": 0.35781,
+    "ndcg_at_100": 0.3945,
+    "ndcg_at_1000": 0.40923,
+    "ndcg_at_3": 0.31461,
+    "ndcg_at_5": 0.33585,
+    "precision_at_1": 0.25503,
+    "precision_at_10": 0.05222,
+    "precision_at_100": 0.00716,
+    "precision_at_1000": 0.00085,
+    "precision_at_3": 0.12976,
+    "precision_at_5": 0.08929,
+    "recall_at_1": 0.2377,
+    "recall_at_10": 0.47675,
+    "recall_at_100": 0.6471,
+    "recall_at_1000": 0.76204,
+    "recall_at_3": 0.35974,
+    "recall_at_5": 0.41075
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/FiQA2018.json b/results/facebook-dpr-ctx_encoder-multiset-base/FiQA2018.json
new file mode 100644
index 0000000000000000000000000000000000000000..349e8e1acf23bcbc9d94ce8335d564d0b1538562
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/FiQA2018.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "27a168819829fe9bcd655c2df245fb19452e8e06",
+  "mteb_dataset_name": "FiQA2018",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 64.67,
+    "map_at_1": 0.02077,
+    "map_at_10": 0.03346,
+    "map_at_100": 0.03784,
+    "map_at_1000": 0.03877,
+    "map_at_3": 0.02881,
+    "map_at_5": 0.03125,
+    "mrr_at_1": 0.04012,
+    "mrr_at_10": 0.0625,
+    "mrr_at_100": 0.0674,
+    "mrr_at_1000": 0.06837,
+    "mrr_at_3": 0.05453,
+    "mrr_at_5": 0.059,
+    "ndcg_at_1": 0.04012,
+    "ndcg_at_10": 0.04763,
+    "ndcg_at_100": 0.07223,
+    "ndcg_at_1000": 0.1043,
+    "ndcg_at_3": 0.03906,
+    "ndcg_at_5": 0.04239,
+    "precision_at_1": 0.04012,
+    "precision_at_10": 0.01327,
+    "precision_at_100": 0.00364,
+    "precision_at_1000": 0.0009,
+    "precision_at_3": 0.02469,
+    "precision_at_5": 0.01975,
+    "recall_at_1": 0.02077,
+    "recall_at_10": 0.06224,
+    "recall_at_100": 0.16307,
+    "recall_at_1000": 0.37664,
+    "recall_at_3": 0.03734,
+    "recall_at_5": 0.047
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/HotpotQA.json b/results/facebook-dpr-ctx_encoder-multiset-base/HotpotQA.json
new file mode 100644
index 0000000000000000000000000000000000000000..288f50ed97c0e37db8ea8344ee70b9fa9912ea88
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/HotpotQA.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "ab518f4d6fcca38d87c25209f94beba119d02014",
+  "mteb_dataset_name": "HotpotQA",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 6065.73,
+    "map_at_1": 0.12998,
+    "map_at_10": 0.17509,
+    "map_at_100": 0.18139,
+    "map_at_1000": 0.18224,
+    "map_at_3": 0.16235,
+    "map_at_5": 0.1691,
+    "mrr_at_1": 0.25996,
+    "mrr_at_10": 0.3162,
+    "mrr_at_100": 0.32239,
+    "mrr_at_1000": 0.32303,
+    "mrr_at_3": 0.30137,
+    "mrr_at_5": 0.30931,
+    "ndcg_at_1": 0.25996,
+    "ndcg_at_10": 0.22864,
+    "ndcg_at_100": 0.26026,
+    "ndcg_at_1000": 0.28303,
+    "ndcg_at_3": 0.20268,
+    "ndcg_at_5": 0.2146,
+    "precision_at_1": 0.25996,
+    "precision_at_10": 0.04997,
+    "precision_at_100": 0.00754,
+    "precision_at_1000": 0.00106,
+    "precision_at_3": 0.12712,
+    "precision_at_5": 0.08575,
+    "recall_at_1": 0.12998,
+    "recall_at_10": 0.24983,
+    "recall_at_100": 0.37725,
+    "recall_at_1000": 0.53011,
+    "recall_at_3": 0.19068,
+    "recall_at_5": 0.21438
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/ImdbClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/ImdbClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..36a51ae7fb81aae9d99f795f7a680726a16b0987
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/ImdbClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "3d86128a09e091d6018b6d26cad27f2739fc2db7",
+  "mteb_dataset_name": "ImdbClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "accuracy": 0.572684,
+    "accuracy_stderr": 0.03596681781865056,
+    "ap": 0.542905220712224,
+    "ap_stderr": 0.022651008042984228,
+    "evaluation_time": 42.47,
+    "f1": 0.5657134861181902,
+    "f1_stderr": 0.037718560855359226,
+    "main_score": 0.572684
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/MSMARCO.json b/results/facebook-dpr-ctx_encoder-multiset-base/MSMARCO.json
new file mode 100644
index 0000000000000000000000000000000000000000..9218e295a1673c9a92a1f079b53848acbdc832a1
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/MSMARCO.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "c5a29a104738b98a9e76336939199e264163d4a0",
+  "dev": {
+    "evaluation_time": 10741.53,
+    "map_at_1": 0.02806,
+    "map_at_10": 0.05123,
+    "map_at_100": 0.05638,
+    "map_at_1000": 0.05715,
+    "map_at_3": 0.04205,
+    "map_at_5": 0.04713,
+    "mrr_at_1": 0.02851,
+    "mrr_at_10": 0.05246,
+    "mrr_at_100": 0.05769,
+    "mrr_at_1000": 0.05844,
+    "mrr_at_3": 0.04303,
+    "mrr_at_5": 0.04834,
+    "ndcg_at_1": 0.02865,
+    "ndcg_at_10": 0.06625,
+    "ndcg_at_100": 0.09541,
+    "ndcg_at_1000": 0.12032,
+    "ndcg_at_3": 0.04708,
+    "ndcg_at_5": 0.05633,
+    "precision_at_1": 0.02865,
+    "precision_at_10": 0.01169,
+    "precision_at_100": 0.0027,
+    "precision_at_1000": 0.00049,
+    "precision_at_3": 0.02077,
+    "precision_at_5": 0.01713,
+    "recall_at_1": 0.02806,
+    "recall_at_10": 0.1134,
+    "recall_at_100": 0.25738,
+    "recall_at_1000": 0.46089,
+    "recall_at_3": 0.06058,
+    "recall_at_5": 0.0829
+  },
+  "mteb_dataset_name": "MSMARCO",
+  "mteb_version": "1.2.0"
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/MTOPDomainClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/MTOPDomainClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d1d0819bd429614f8299e722232d4751cd7624f
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/MTOPDomainClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "d80d48c1eb48d3562165c59d59d0034df9fff0bf",
+  "mteb_dataset_name": "MTOPDomainClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "en": {
+      "accuracy": 0.8188554491564067,
+      "accuracy_stderr": 0.012785087932977364,
+      "f1": 0.8139669813638403,
+      "f1_stderr": 0.01175854815236334,
+      "main_score": 0.8188554491564067
+    },
+    "evaluation_time": 6.89
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/MTOPIntentClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/MTOPIntentClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..0a34e1b7e19bc78593a2f6b3a104df16e5178660
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/MTOPIntentClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba",
+  "mteb_dataset_name": "MTOPIntentClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "en": {
+      "accuracy": 0.667920656634747,
+      "accuracy_stderr": 0.016553122940653805,
+      "f1": 0.46877230411492626,
+      "f1_stderr": 0.01364835521232916,
+      "main_score": 0.667920656634747
+    },
+    "evaluation_time": 21.77
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/MassiveIntentClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/MassiveIntentClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..8dae3a4581b1ddaeac9fcbfd781ca6b98da02f82
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/MassiveIntentClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "31efe3c427b0bae9c22cbb560b8f15491cc6bed7",
+  "mteb_dataset_name": "MassiveIntentClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "en": {
+      "accuracy": 0.6099529253530599,
+      "accuracy_stderr": 0.016792860228957953,
+      "f1": 0.5795606481180131,
+      "f1_stderr": 0.01595245236798842,
+      "main_score": 0.6099529253530599
+    },
+    "evaluation_time": 14.41
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/MassiveScenarioClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/MassiveScenarioClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..a8651c0df3266206a1a749b92f187eb7a8b14aaa
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/MassiveScenarioClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "7d571f92784cd94a019292a1f45445077d0ef634",
+  "mteb_dataset_name": "MassiveScenarioClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "en": {
+      "accuracy": 0.6542367182246134,
+      "accuracy_stderr": 0.014526552638798429,
+      "f1": 0.6421968675070528,
+      "f1_stderr": 0.013008185823380368,
+      "main_score": 0.6542367182246134
+    },
+    "evaluation_time": 7.24
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/MedrxivClusteringP2P.json b/results/facebook-dpr-ctx_encoder-multiset-base/MedrxivClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..08a507a753f2f53c3279184f583f56d67fd0205f
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/MedrxivClusteringP2P.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "e7a26af6f3ae46b30dde8737f02c07b1505bcc73",
+  "mteb_dataset_name": "MedrxivClusteringP2P",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 63.06,
+    "main_score": 0.2520110123540152,
+    "v_measure": 0.2520110123540152,
+    "v_measure_std": 0.013961129270498402
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/MedrxivClusteringS2S.json b/results/facebook-dpr-ctx_encoder-multiset-base/MedrxivClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..ebec5dc9cb37da6e6002e578898ff66c1ae193d6
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/MedrxivClusteringS2S.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "35191c8c0dca72d8ff3efcd72aa802307d469663",
+  "mteb_dataset_name": "MedrxivClusteringS2S",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 28.32,
+    "main_score": 0.21996206510356595,
+    "v_measure": 0.21996206510356595,
+    "v_measure_std": 0.015788705703029707
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/MindSmallReranking.json b/results/facebook-dpr-ctx_encoder-multiset-base/MindSmallReranking.json
new file mode 100644
index 0000000000000000000000000000000000000000..00bf21b44d8eecd90b6e26f43080ca24ade61cf9
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/MindSmallReranking.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "3bdac13927fdc888b903db93b2ffdbd90b295a69",
+  "mteb_dataset_name": "MindSmallReranking",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 1655.83,
+    "map": 0.28923886678638594,
+    "mrr": 0.2961457680236755
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/NFCorpus.json b/results/facebook-dpr-ctx_encoder-multiset-base/NFCorpus.json
new file mode 100644
index 0000000000000000000000000000000000000000..a158aeb7d40eda7dfb6db44d95b3ab3ecb592600
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/NFCorpus.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "ec0fa4fe99da2ff19ca1214b7966684033a58814",
+  "mteb_dataset_name": "NFCorpus",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 4.89,
+    "map_at_1": 0.02391,
+    "map_at_10": 0.04721,
+    "map_at_100": 0.05931,
+    "map_at_1000": 0.06827,
+    "map_at_3": 0.03718,
+    "map_at_5": 0.04195,
+    "mrr_at_1": 0.22291,
+    "mrr_at_10": 0.30076,
+    "mrr_at_100": 0.31137,
+    "mrr_at_1000": 0.31216,
+    "mrr_at_3": 0.27761,
+    "mrr_at_5": 0.29185,
+    "ndcg_at_1": 0.21517,
+    "ndcg_at_10": 0.1565,
+    "ndcg_at_100": 0.15587,
+    "ndcg_at_1000": 0.25013,
+    "ndcg_at_3": 0.19007,
+    "ndcg_at_5": 0.17461,
+    "precision_at_1": 0.22291,
+    "precision_at_10": 0.11517,
+    "precision_at_100": 0.0417,
+    "precision_at_1000": 0.01628,
+    "precision_at_3": 0.1806,
+    "precision_at_5": 0.14923,
+    "recall_at_1": 0.02391,
+    "recall_at_10": 0.07083,
+    "recall_at_100": 0.18818,
+    "recall_at_1000": 0.51075,
+    "recall_at_3": 0.0448,
+    "recall_at_5": 0.05642
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/NQ.json b/results/facebook-dpr-ctx_encoder-multiset-base/NQ.json
new file mode 100644
index 0000000000000000000000000000000000000000..3763da1700e9b9fcada021704e591a7b3aeafbc2
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/NQ.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "b774495ed302d8c44a3a7ea25c90dbce03968f31",
+  "mteb_dataset_name": "NQ",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 2885.82,
+    "map_at_1": 0.04741,
+    "map_at_10": 0.0964,
+    "map_at_100": 0.10642,
+    "map_at_1000": 0.10735,
+    "map_at_3": 0.07606,
+    "map_at_5": 0.08603,
+    "mrr_at_1": 0.05707,
+    "mrr_at_10": 0.10742,
+    "mrr_at_100": 0.11674,
+    "mrr_at_1000": 0.11758,
+    "mrr_at_3": 0.08763,
+    "mrr_at_5": 0.09742,
+    "ndcg_at_1": 0.05707,
+    "ndcg_at_10": 0.13018,
+    "ndcg_at_100": 0.18161,
+    "ndcg_at_1000": 0.20863,
+    "ndcg_at_3": 0.08808,
+    "ndcg_at_5": 0.10575,
+    "precision_at_1": 0.05707,
+    "precision_at_10": 0.027,
+    "precision_at_100": 0.00563,
+    "precision_at_1000": 0.00082,
+    "precision_at_3": 0.04413,
+    "precision_at_5": 0.03627,
+    "recall_at_1": 0.04741,
+    "recall_at_10": 0.22542,
+    "recall_at_100": 0.46531,
+    "recall_at_1000": 0.67584,
+    "recall_at_3": 0.11167,
+    "recall_at_5": 0.15324
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/QuoraRetrieval.json b/results/facebook-dpr-ctx_encoder-multiset-base/QuoraRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..7db285d2568a423dde694310eecd84b81e3997ae
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/QuoraRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "QuoraRetrieval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 306.71,
+    "map_at_1": 0.47001,
+    "map_at_10": 0.56752,
+    "map_at_100": 0.57531,
+    "map_at_1000": 0.57587,
+    "map_at_3": 0.54313,
+    "map_at_5": 0.55766,
+    "mrr_at_1": 0.5429,
+    "mrr_at_10": 0.61509,
+    "mrr_at_100": 0.61972,
+    "mrr_at_1000": 0.62001,
+    "mrr_at_3": 0.59808,
+    "mrr_at_5": 0.60864,
+    "ndcg_at_1": 0.543,
+    "ndcg_at_10": 0.61423,
+    "ndcg_at_100": 0.64426,
+    "ndcg_at_1000": 0.65607,
+    "ndcg_at_3": 0.57865,
+    "ndcg_at_5": 0.59659,
+    "precision_at_1": 0.543,
+    "precision_at_10": 0.0928,
+    "precision_at_100": 0.01186,
+    "precision_at_1000": 0.00136,
+    "precision_at_3": 0.2498,
+    "precision_at_5": 0.16638,
+    "recall_at_1": 0.47001,
+    "recall_at_10": 0.70493,
+    "recall_at_100": 0.8322,
+    "recall_at_1000": 0.91438,
+    "recall_at_3": 0.60313,
+    "recall_at_5": 0.65166
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/RedditClustering.json b/results/facebook-dpr-ctx_encoder-multiset-base/RedditClustering.json
new file mode 100644
index 0000000000000000000000000000000000000000..07d86b095beb62f932d7aab6c49726be67442850
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/RedditClustering.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "24640382cdbf8abc73003fb0fa6d111a705499eb",
+  "mteb_dataset_name": "RedditClustering",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 279.89,
+    "main_score": 0.2892890811006794,
+    "v_measure": 0.2892890811006794,
+    "v_measure_std": 0.0358189227543321
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/RedditClusteringP2P.json b/results/facebook-dpr-ctx_encoder-multiset-base/RedditClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..228a19f4656b6a8bcf640ac4e211d069541059b5
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/RedditClusteringP2P.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "282350215ef01743dc01b456c7f5241fa8937f16",
+  "mteb_dataset_name": "RedditClusteringP2P",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 626.66,
+    "main_score": 0.46737112868896125,
+    "v_measure": 0.46737112868896125,
+    "v_measure_std": 0.12015691675045774
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/SCIDOCS.json b/results/facebook-dpr-ctx_encoder-multiset-base/SCIDOCS.json
new file mode 100644
index 0000000000000000000000000000000000000000..7b1d7cf4363f5cb19334dfadbb40fbacbe90485a
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/SCIDOCS.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "SCIDOCS",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 31.41,
+    "map_at_1": 0.01675,
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+    "map_at_100": 0.04035,
+    "map_at_1000": 0.04208,
+    "map_at_3": 0.02546,
+    "map_at_5": 0.03012,
+    "mrr_at_1": 0.082,
+    "mrr_at_10": 0.12313,
+    "mrr_at_100": 0.1323,
+    "mrr_at_1000": 0.13363,
+    "mrr_at_3": 0.106,
+    "mrr_at_5": 0.115,
+    "ndcg_at_1": 0.082,
+    "ndcg_at_10": 0.0636,
+    "ndcg_at_100": 0.09795,
+    "ndcg_at_1000": 0.14415,
+    "ndcg_at_3": 0.05931,
+    "ndcg_at_5": 0.0526,
+    "precision_at_1": 0.082,
+    "precision_at_10": 0.0322,
+    "precision_at_100": 0.0083,
+    "precision_at_1000": 0.00196,
+    "precision_at_3": 0.053,
+    "precision_at_5": 0.0448,
+    "recall_at_1": 0.01675,
+    "recall_at_10": 0.06593,
+    "recall_at_100": 0.16892,
+    "recall_at_1000": 0.39895,
+    "recall_at_3": 0.03257,
+    "recall_at_5": 0.04567
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/SICK-R.json b/results/facebook-dpr-ctx_encoder-multiset-base/SICK-R.json
new file mode 100644
index 0000000000000000000000000000000000000000..9ca3659f5ef515ab7d469f7073cbecdc2847889a
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/SICK-R.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "a6ea5a8cab320b040a23452cc28066d9beae2cee",
+  "mteb_dataset_name": "SICK-R",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.6588516297274281,
+      "spearman": 0.6244908974581402
+    },
+    "euclidean": {
+      "pearson": 0.6515136594957208,
+      "spearman": 0.6267584775432845
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+    "evaluation_time": 5.72,
+    "manhattan": {
+      "pearson": 0.6768205009974713,
+      "spearman": 0.6479754174383063
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/STS12.json b/results/facebook-dpr-ctx_encoder-multiset-base/STS12.json
new file mode 100644
index 0000000000000000000000000000000000000000..73355b4e9a990e3d1a646916c7131b53c2654ffd
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/STS12.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "a0d554a64d88156834ff5ae9920b964011b16384",
+  "mteb_dataset_name": "STS12",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
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+      "spearman": 0.4796289183262897
+    },
+    "euclidean": {
+      "pearson": 0.47731131220836054,
+      "spearman": 0.4863530864712842
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+    "evaluation_time": 2.39,
+    "manhattan": {
+      "pearson": 0.49872868219971006,
+      "spearman": 0.5066017321273434
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/STS13.json b/results/facebook-dpr-ctx_encoder-multiset-base/STS13.json
new file mode 100644
index 0000000000000000000000000000000000000000..996981231adcfd1a3a1fc4edabf79db17b7525dc
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/STS13.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "7e90230a92c190f1bf69ae9002b8cea547a64cca",
+  "mteb_dataset_name": "STS13",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
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+      "spearman": 0.6396617160494046
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+    "euclidean": {
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+    "manhattan": {
+      "pearson": 0.6474095047509071,
+      "spearman": 0.6543364203055033
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/STS14.json b/results/facebook-dpr-ctx_encoder-multiset-base/STS14.json
new file mode 100644
index 0000000000000000000000000000000000000000..f40e1457b26f42dcb04c3f5b9354661a966b570b
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/STS14.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "6031580fec1f6af667f0bd2da0a551cf4f0b2375",
+  "mteb_dataset_name": "STS14",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
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+      "spearman": 0.5322463488183626
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+    "euclidean": {
+      "pearson": 0.5355798898303792,
+      "spearman": 0.5278896523795135
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+    "evaluation_time": 2.62,
+    "manhattan": {
+      "pearson": 0.553168351178478,
+      "spearman": 0.5447354921287222
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/STS15.json b/results/facebook-dpr-ctx_encoder-multiset-base/STS15.json
new file mode 100644
index 0000000000000000000000000000000000000000..44b0f744483852b96db148d53c29625bb0cc237b
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/STS15.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "ae752c7c21bf194d8b67fd573edf7ae58183cbe3",
+  "mteb_dataset_name": "STS15",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
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+      "spearman": 0.6725004554183561
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+    "euclidean": {
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+      "spearman": 0.6720094025280121
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+    "evaluation_time": 2.11,
+    "manhattan": {
+      "pearson": 0.6690203078436671,
+      "spearman": 0.6817650618019373
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/STS16.json b/results/facebook-dpr-ctx_encoder-multiset-base/STS16.json
new file mode 100644
index 0000000000000000000000000000000000000000..51812b1f788adca522e7175a8782c8ca6ed423fa
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/STS16.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "4d8694f8f0e0100860b497b999b3dbed754a0513",
+  "mteb_dataset_name": "STS16",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
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+      "spearman": 0.6669280093986535
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+    "manhattan": {
+      "pearson": 0.6679444133455789,
+      "spearman": 0.6734419677008556
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/STS17.json b/results/facebook-dpr-ctx_encoder-multiset-base/STS17.json
new file mode 100644
index 0000000000000000000000000000000000000000..0b9785ad1e4f0f4fcf98753909233af398570ac1
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/STS17.json
@@ -0,0 +1,22 @@
+{
+  "dataset_revision": "af5e6fb845001ecf41f4c1e033ce921939a2a68d",
+  "mteb_dataset_name": "STS17",
+  "mteb_version": "1.2.0",
+  "test": {
+    "en-en": {
+      "cos_sim": {
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+        "spearman": 0.6778310398879047
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+      "euclidean": {
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+        "spearman": 0.6535448657910548
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+      "manhattan": {
+        "pearson": 0.6798306198699817,
+        "spearman": 0.6766632431657421
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+    },
+    "evaluation_time": 0.18
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/STS22.json b/results/facebook-dpr-ctx_encoder-multiset-base/STS22.json
new file mode 100644
index 0000000000000000000000000000000000000000..0bc4b900fba906a2a20629f2074b1f62eb9aa6c5
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/STS22.json
@@ -0,0 +1,22 @@
+{
+  "dataset_revision": "eea2b4fe26a775864c896887d910b76a8098ad3f",
+  "mteb_dataset_name": "STS22",
+  "mteb_version": "1.2.0",
+  "test": {
+    "en": {
+      "cos_sim": {
+        "pearson": 0.5574693429406359,
+        "spearman": 0.5738535567042925
+      },
+      "euclidean": {
+        "pearson": 0.5679075030664663,
+        "spearman": 0.5783428343764155
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+      "manhattan": {
+        "pearson": 0.5677977807532063,
+        "spearman": 0.5754796583701557
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+    },
+    "evaluation_time": 0.67
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/STSBenchmark.json b/results/facebook-dpr-ctx_encoder-multiset-base/STSBenchmark.json
new file mode 100644
index 0000000000000000000000000000000000000000..a26d44dd56fbe53fd4723730c15aba4e3a126281
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/STSBenchmark.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": "b0fddb56ed78048fa8b90373c8a3cfc37b684831",
+  "mteb_dataset_name": "STSBenchmark",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
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+      "spearman": 0.5853674636458852
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+    "euclidean": {
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+      "spearman": 0.5858671374095432
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+    "evaluation_time": 0.98,
+    "manhattan": {
+      "pearson": 0.6067584101962262,
+      "spearman": 0.6032095165139466
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/SciDocsRR.json b/results/facebook-dpr-ctx_encoder-multiset-base/SciDocsRR.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4af96330cd0a5410c1fd6909eef1b15e0551bc2
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/SciDocsRR.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "d3c5e1fc0b855ab6097bf1cda04dd73947d7caab",
+  "mteb_dataset_name": "SciDocsRR",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 47.6,
+    "map": 0.5895948076347894,
+    "mrr": 0.8156722090545621
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/SciFact.json b/results/facebook-dpr-ctx_encoder-multiset-base/SciFact.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae7c28c33c24fa64ca9e9519ad00eb50e3e767d2
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/SciFact.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "0228b52cf27578f30900b9e5271d331663a030d7",
+  "mteb_dataset_name": "SciFact",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 6.72,
+    "map_at_1": 0.18428,
+    "map_at_10": 0.24344,
+    "map_at_100": 0.25183,
+    "map_at_1000": 0.2531,
+    "map_at_3": 0.2331,
+    "map_at_5": 0.2366,
+    "mrr_at_1": 0.19667,
+    "mrr_at_10": 0.25725,
+    "mrr_at_100": 0.26447,
+    "mrr_at_1000": 0.26555,
+    "mrr_at_3": 0.24667,
+    "mrr_at_5": 0.25133,
+    "ndcg_at_1": 0.19667,
+    "ndcg_at_10": 0.27286,
+    "ndcg_at_100": 0.31866,
+    "ndcg_at_1000": 0.35849,
+    "ndcg_at_3": 0.25134,
+    "ndcg_at_5": 0.25668,
+    "precision_at_1": 0.19667,
+    "precision_at_10": 0.03967,
+    "precision_at_100": 0.0066,
+    "precision_at_1000": 0.00102,
+    "precision_at_3": 0.10556,
+    "precision_at_5": 0.06733,
+    "recall_at_1": 0.18428,
+    "recall_at_10": 0.34878,
+    "recall_at_100": 0.57539,
+    "recall_at_1000": 0.9,
+    "recall_at_3": 0.2855,
+    "recall_at_5": 0.30033
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/SprintDuplicateQuestions.json b/results/facebook-dpr-ctx_encoder-multiset-base/SprintDuplicateQuestions.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8b4691d583b700865419f4b2f291d6b3ca49772
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/SprintDuplicateQuestions.json
@@ -0,0 +1,49 @@
+{
+  "dataset_revision": "d66bd1f72af766a5cc4b0ca5e00c162f89e8cc46",
+  "mteb_dataset_name": "SprintDuplicateQuestions",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
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+      "accuracy_threshold": 0.8865877389907837,
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+      "precision": 0.44226327944572746,
+      "recall": 0.383
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+    "dot": {
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+      "precision": 0.26247288503253796,
+      "recall": 0.363
+    },
+    "euclidean": {
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+      "precision": 0.38255698711595637,
+      "recall": 0.386
+    },
+    "evaluation_time": 6.82,
+    "manhattan": {
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+      "recall": 0.341
+    },
+    "max": {
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+      "ap": 0.3906911082728215,
+      "f1": 0.4105037513397642
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/StackExchangeClustering.json b/results/facebook-dpr-ctx_encoder-multiset-base/StackExchangeClustering.json
new file mode 100644
index 0000000000000000000000000000000000000000..30b650943fd144a82d3ab02ce4d3114e706e1975
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/StackExchangeClustering.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "6cbc1f7b2bc0622f2e39d2c77fa502909748c259",
+  "mteb_dataset_name": "StackExchangeClustering",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 230.98,
+    "main_score": 0.3322407532733297,
+    "v_measure": 0.3322407532733297,
+    "v_measure_std": 0.039698048589288056
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/StackExchangeClusteringP2P.json b/results/facebook-dpr-ctx_encoder-multiset-base/StackExchangeClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c27fb59b0bd6008b01b3a1be33e16a71eeb758d
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/StackExchangeClusteringP2P.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "815ca46b2622cec33ccafc3735d572c266efdb44",
+  "mteb_dataset_name": "StackExchangeClusteringP2P",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 130.36,
+    "main_score": 0.2786644564710725,
+    "v_measure": 0.2786644564710725,
+    "v_measure_std": 0.017239822096297062
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/StackOverflowDupQuestions.json b/results/facebook-dpr-ctx_encoder-multiset-base/StackOverflowDupQuestions.json
new file mode 100644
index 0000000000000000000000000000000000000000..51771149e3069c61d14d24c586dc11e76989acbc
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/StackOverflowDupQuestions.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": "e185fbe320c72810689fc5848eb6114e1ef5ec69",
+  "mteb_dataset_name": "StackOverflowDupQuestions",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 29.77,
+    "map": 0.33465285829151675,
+    "mrr": 0.3324646146337323
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/SummEval.json b/results/facebook-dpr-ctx_encoder-multiset-base/SummEval.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf3deeef9049a90ae147b65dabc7d9308c6c5154
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/SummEval.json
@@ -0,0 +1,16 @@
+{
+  "dataset_revision": "cda12ad7615edc362dbf25a00fdd61d3b1eaf93c",
+  "mteb_dataset_name": "SummEval",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
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+      "spearman": 0.2960603990001256
+    },
+    "dot": {
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+      "spearman": 0.292579521001631
+    },
+    "evaluation_time": 3.28
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/TRECCOVID.json b/results/facebook-dpr-ctx_encoder-multiset-base/TRECCOVID.json
new file mode 100644
index 0000000000000000000000000000000000000000..0cc303eab48e8647f0c69a1bd4103d2f125a9959
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/TRECCOVID.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "TRECCOVID",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 167.7,
+    "map_at_1": 0.00049,
+    "map_at_10": 0.00268,
+    "map_at_100": 0.00981,
+    "map_at_1000": 0.0175,
+    "map_at_3": 0.0013,
+    "map_at_5": 0.00175,
+    "mrr_at_1": 0.2,
+    "mrr_at_10": 0.32172,
+    "mrr_at_100": 0.3338,
+    "mrr_at_1000": 0.33436,
+    "mrr_at_3": 0.28333,
+    "mrr_at_5": 0.30633,
+    "ndcg_at_1": 0.19,
+    "ndcg_at_10": 0.16462,
+    "ndcg_at_100": 0.0948,
+    "ndcg_at_1000": 0.09461,
+    "ndcg_at_3": 0.19542,
+    "ndcg_at_5": 0.18181,
+    "precision_at_1": 0.2,
+    "precision_at_10": 0.166,
+    "precision_at_100": 0.0902,
+    "precision_at_1000": 0.04014,
+    "precision_at_3": 0.21333,
+    "precision_at_5": 0.188,
+    "recall_at_1": 0.00049,
+    "recall_at_10": 0.00404,
+    "recall_at_100": 0.02179,
+    "recall_at_1000": 0.09247,
+    "recall_at_3": 0.00164,
+    "recall_at_5": 0.00246
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/Touche2020.json b/results/facebook-dpr-ctx_encoder-multiset-base/Touche2020.json
new file mode 100644
index 0000000000000000000000000000000000000000..f83133a9db21af21d41842a2cdfdb55348b38d80
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/Touche2020.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": "a34f9a33db75fa0cbb21bb5cfc3dae8dc8bec93f",
+  "mteb_dataset_name": "Touche2020",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 393.04,
+    "map_at_1": 0.00107,
+    "map_at_10": 0.00121,
+    "map_at_100": 0.00227,
+    "map_at_1000": 0.00294,
+    "map_at_3": 0.00107,
+    "map_at_5": 0.00107,
+    "mrr_at_1": 0.02041,
+    "mrr_at_10": 0.02296,
+    "mrr_at_100": 0.02588,
+    "mrr_at_1000": 0.02692,
+    "mrr_at_3": 0.02041,
+    "mrr_at_5": 0.02041,
+    "ndcg_at_1": 0.0102,
+    "ndcg_at_10": 0.00303,
+    "ndcg_at_100": 0.01184,
+    "ndcg_at_1000": 0.03064,
+    "ndcg_at_3": 0.00479,
+    "ndcg_at_5": 0.00346,
+    "precision_at_1": 0.02041,
+    "precision_at_10": 0.00408,
+    "precision_at_100": 0.00347,
+    "precision_at_1000": 0.00151,
+    "precision_at_3": 0.0068,
+    "precision_at_5": 0.00408,
+    "recall_at_1": 0.00107,
+    "recall_at_10": 0.00215,
+    "recall_at_100": 0.02218,
+    "recall_at_1000": 0.08106,
+    "recall_at_3": 0.00107,
+    "recall_at_5": 0.00107
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/ToxicConversationsClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/ToxicConversationsClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..e42c42253aef97c2c2c4074d9c73ddb2d1a3a40f
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/ToxicConversationsClassification.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": "d7c0de2777da35d6aae2200a62c6e0e5af397c4c",
+  "mteb_dataset_name": "ToxicConversationsClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "accuracy": 0.668398,
+    "accuracy_stderr": 0.03539420907436695,
+    "ap": 0.12537577540240408,
+    "ap_stderr": 0.00696772269018964,
+    "evaluation_time": 54.36,
+    "f1": 0.5149323896733117,
+    "f1_stderr": 0.020766901405145685,
+    "main_score": 0.668398
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/TweetSentimentExtractionClassification.json b/results/facebook-dpr-ctx_encoder-multiset-base/TweetSentimentExtractionClassification.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ac70f5c6c25532169af49e0cf5a26f97a698750
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/TweetSentimentExtractionClassification.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": "d604517c81ca91fe16a244d1248fc021f9ecee7a",
+  "mteb_dataset_name": "TweetSentimentExtractionClassification",
+  "mteb_version": "1.2.0",
+  "test": {
+    "accuracy": 0.5231748726655348,
+    "accuracy_stderr": 0.017136334225127905,
+    "evaluation_time": 4.08,
+    "f1": 0.5255299928644301,
+    "f1_stderr": 0.017327513815885886,
+    "main_score": 0.5231748726655348
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/TwentyNewsgroupsClustering.json b/results/facebook-dpr-ctx_encoder-multiset-base/TwentyNewsgroupsClustering.json
new file mode 100644
index 0000000000000000000000000000000000000000..1277741207913e1360e0c579b770fc33230886b5
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/TwentyNewsgroupsClustering.json
@@ -0,0 +1,11 @@
+{
+  "dataset_revision": "6125ec4e24fa026cec8a478383ee943acfbd5449",
+  "mteb_dataset_name": "TwentyNewsgroupsClustering",
+  "mteb_version": "1.2.0",
+  "test": {
+    "evaluation_time": 27.3,
+    "main_score": 0.24494538867519475,
+    "v_measure": 0.24494538867519475,
+    "v_measure_std": 0.019888320899321077
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/TwitterSemEval2015.json b/results/facebook-dpr-ctx_encoder-multiset-base/TwitterSemEval2015.json
new file mode 100644
index 0000000000000000000000000000000000000000..69e2c3b3f91393c1d6a2e6dbd521c6f50cb4c4a6
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/TwitterSemEval2015.json
@@ -0,0 +1,49 @@
+{
+  "dataset_revision": "70970daeab8776df92f5ea462b6173c0b46fd2d1",
+  "mteb_dataset_name": "TwitterSemEval2015",
+  "mteb_version": "1.2.0",
+  "test": {
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+      "accuracy_threshold": 0.8443455696105957,
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+      "precision": 0.4859726408532344,
+      "recall": 0.5530343007915567
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+      "precision": 0.3831340270228296,
+      "recall": 0.6509234828496042
+    },
+    "euclidean": {
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+      "recall": 0.5878627968337731
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+    "evaluation_time": 7.27,
+    "manhattan": {
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+    },
+    "max": {
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+      "ap": 0.5383193559305978,
+      "f1": 0.5255102040816326
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/facebook-dpr-ctx_encoder-multiset-base/TwitterURLCorpus.json b/results/facebook-dpr-ctx_encoder-multiset-base/TwitterURLCorpus.json
new file mode 100644
index 0000000000000000000000000000000000000000..42c92f473e2d255fbed5a63a604324ea074d6b28
--- /dev/null
+++ b/results/facebook-dpr-ctx_encoder-multiset-base/TwitterURLCorpus.json
@@ -0,0 +1,49 @@
+{
+  "dataset_revision": "8b6510b0b1fa4e4c4f879467980e9be563ec1cdf",
+  "mteb_dataset_name": "TwitterURLCorpus",
+  "mteb_version": "1.2.0",
+  "test": {
+    "cos_sim": {
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+      "accuracy_threshold": 0.8190919160842896,
+      "ap": 0.800958333451854,
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+      "f1_threshold": 0.7894138097763062,
+      "precision": 0.6926569143186567,
+      "recall": 0.7400677548506314
+    },
+    "dot": {
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+      "precision": 0.6680975742709185,
+      "recall": 0.754927625500462
+    },
+    "euclidean": {
+      "accuracy": 0.8585788023440836,
+      "accuracy_threshold": 6.799631118774414,
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+      "precision": 0.6968993409227082,
+      "recall": 0.7164305512781028
+    },
+    "evaluation_time": 26.75,
+    "manhattan": {
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+      "precision": 0.6886404615939415,
+      "recall": 0.7351401293501694
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+    "max": {
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+      "ap": 0.800958333451854,
+      "f1": 0.7155778894472362
+    }
+  }
+}
\ No newline at end of file