Update README.md

README.md

@@ -10,7 +10,7 @@ tags:
 - mteb
 - mteb
 model-index:
-- name: e433e634850d125d8b85bee76db3a3b6a0c3bf56
+- name: bilingual-embedding-base
   results:
   - task:
       type: Clustering
@@ -22,9 +22,9 @@ model-index:
       revision: 392ba3f5bcc8c51f578786c1fc3dae648662cb9b
     metrics:
     - type: v_measure
-      value: 56.88600728743999
+      value: 64.71347977413274
     - type: v_measures
-      value: [0.5396081553520281, 0.6022872403200437, 0.5515205944691852, 0.5595772885785736, 0.5632413941951575]
+      value: [0.6276406100583347, 0.6380984027637511, 0.6322659733117469, 0.652473343931587, 0.6411502615838207]
   - task:
       type: Clustering
     dataset:
@@ -35,9 +35,9 @@ model-index:
       revision: 392ba3f5bcc8c51f578786c1fc3dae648662cb9b
     metrics:
     - type: v_measure
-      value: 38.199527329051804
+      value: 45.56886694296516
     - type: v_measures
-      value: [0.42157254138936706, 0.36882298663461527, 0.3134327610337458, 0.40391031391690396, 0.3832775043562133]
+      value: [0.4359417286866465, 0.4218168523895086, 0.419693469863105, 0.4981808644314091, 0.4546120704986696]
   - task:
       type: Reranking
     dataset:
@@ -48,17 +48,17 @@ model-index:
       revision: 65393d0d7a08a10b4e348135e824f385d420b0fd
     metrics:
     - type: map
-      value: 68.73372257500206
+      value: 70.45979049191963
     - type: mrr
-      value: 70.07434479260904
+      value: 71.61250582558874
     - type: nAUC_map_diff1
-      value: 50.95933484071007
+      value: 53.81172404763562
     - type: nAUC_map_max
-      value: 13.75463910519138
+      value: 11.344605627946006
     - type: nAUC_mrr_diff1
-      value: 50.494303783447656
+      value: 53.73572411920392
     - type: nAUC_mrr_max
-      value: 14.460935217916187
+      value: 11.900785644756448
   - task:
       type: Retrieval
     dataset:
@@ -69,215 +69,215 @@ model-index:
       revision: fcf295ea64c750f41fadbaa37b9b861558e1bfbd
     metrics:
     - type: map_at_1
-      value: 21.675
+      value: 24.956999999999997
     - type: map_at_10
-      value: 32.274
+      value: 35.519
     - type: map_at_100
-      value: 33.316
+      value: 36.602000000000004
     - type: map_at_1000
-      value: 33.387
+      value: 36.667
     - type: map_at_20
-      value: 32.864
+      value: 36.199
     - type: map_at_3
-      value: 29.166999999999998
+      value: 32.397999999999996
     - type: map_at_5
-      value: 30.946
+      value: 34.121
     - type: mrr_at_1
-      value: 21.675302245250432
+      value: 24.956822107081177
     - type: mrr_at_10
-      value: 32.274309839076714
+      value: 35.5187515420676
     - type: mrr_at_100
-      value: 33.31571024590564
+      value: 36.60233410773095
     - type: mrr_at_1000
-      value: 33.3868130424392
+      value: 36.6673425266803
     - type: mrr_at_20
-      value: 32.863978562081925
+      value: 36.19886807640962
     - type: mrr_at_3
-      value: 29.16666666666669
+      value: 32.39781232009212
     - type: mrr_at_5
-      value: 30.94559585492234
+      value: 34.120610247553294
     - type: nauc_map_at_1000_diff1
-      value: 34.85808309940442
+      value: 35.47549954610535
     - type: nauc_map_at_1000_max
-      value: 31.058801579682825
+      value: 32.90078190148035
     - type: nauc_map_at_100_diff1
-      value: 34.842898344470846
+      value: 35.450977423889455
     - type: nauc_map_at_100_max
-      value: 31.077561464904342
+      value: 32.94163322687819
     - type: nauc_map_at_10_diff1
-      value: 34.6773118480208
+      value: 35.33565787959566
     - type: nauc_map_at_10_max
-      value: 30.8489850780642
+      value: 32.64293321320758
     - type: nauc_map_at_1_diff1
-      value: 40.65773695743684
+      value: 41.36063963274824
     - type: nauc_map_at_1_max
-      value: 28.766036921254617
+      value: 29.231198539339754
     - type: nauc_map_at_20_diff1
-      value: 34.73935242577166
+      value: 35.43536321023612
     - type: nauc_map_at_20_max
-      value: 31.03143938077287
+      value: 32.88345868813372
     - type: nauc_map_at_3_diff1
-      value: 35.12059625476991
+      value: 35.686505961183194
     - type: nauc_map_at_3_max
-      value: 30.48787855768291
+      value: 32.00806639149525
     - type: nauc_map_at_5_diff1
-      value: 34.73453235094986
+      value: 35.34083004527267
     - type: nauc_map_at_5_max
-      value: 30.3860304682398
+      value: 32.34459863266794
     - type: nauc_mrr_at_1000_diff1
-      value: 34.85808309940442
+      value: 35.47549954610535
     - type: nauc_mrr_at_1000_max
-      value: 31.058801579682825
+      value: 32.90078190148035
     - type: nauc_mrr_at_100_diff1
-      value: 34.842898344470846
+      value: 35.450977423889455
     - type: nauc_mrr_at_100_max
-      value: 31.077561464904342
+      value: 32.94163322687819
     - type: nauc_mrr_at_10_diff1
-      value: 34.6773118480208
+      value: 35.33565787959566
     - type: nauc_mrr_at_10_max
-      value: 30.8489850780642
+      value: 32.64293321320758
     - type: nauc_mrr_at_1_diff1
-      value: 40.65773695743684
+      value: 41.36063963274824
     - type: nauc_mrr_at_1_max
-      value: 28.766036921254617
+      value: 29.231198539339754
     - type: nauc_mrr_at_20_diff1
-      value: 34.73935242577166
+      value: 35.43536321023612
     - type: nauc_mrr_at_20_max
-      value: 31.03143938077287
+      value: 32.88345868813372
     - type: nauc_mrr_at_3_diff1
-      value: 35.12059625476991
+      value: 35.686505961183194
     - type: nauc_mrr_at_3_max
-      value: 30.48787855768291
+      value: 32.00806639149525
     - type: nauc_mrr_at_5_diff1
-      value: 34.73453235094986
+      value: 35.34083004527267
     - type: nauc_mrr_at_5_max
-      value: 30.3860304682398
+      value: 32.34459863266794
     - type: nauc_ndcg_at_1000_diff1
-      value: 34.04342467121623
+      value: 34.4325639393338
     - type: nauc_ndcg_at_1000_max
-      value: 32.311398352704686
+      value: 34.44147157978809
     - type: nauc_ndcg_at_100_diff1
-      value: 33.67278941726764
+      value: 33.88653913244061
     - type: nauc_ndcg_at_100_max
-      value: 33.0229606203184
+      value: 35.59739772150559
     - type: nauc_ndcg_at_10_diff1
-      value: 32.93808280492078
+      value: 33.51057326557921
     - type: nauc_ndcg_at_10_max
-      value: 32.07111775221638
+      value: 34.18300339583124
     - type: nauc_ndcg_at_1_diff1
-      value: 40.65773695743684
+      value: 41.36063963274824
     - type: nauc_ndcg_at_1_max
-      value: 28.766036921254617
+      value: 29.231198539339754
     - type: nauc_ndcg_at_20_diff1
-      value: 33.141323431064585
+      value: 33.804940889687714
     - type: nauc_ndcg_at_20_max
-      value: 32.76436962238286
+      value: 35.13066047975507
     - type: nauc_ndcg_at_3_diff1
-      value: 33.77769745974645
+      value: 34.167179830350406
     - type: nauc_ndcg_at_3_max
-      value: 31.072988073016912
+      value: 32.94370726673571
     - type: nauc_ndcg_at_5_diff1
-      value: 33.091582792245696
+      value: 33.52138730976869
     - type: nauc_ndcg_at_5_max
-      value: 30.92378976230745
+      value: 33.48723912009657
     - type: nauc_precision_at_1000_diff1
-      value: 33.74743287990321
+      value: 22.67827963096167
     - type: nauc_precision_at_1000_max
-      value: 60.08005213097628
+      value: 67.17958434804059
     - type: nauc_precision_at_100_diff1
-      value: 28.869275501873236
+      value: 24.83989747177019
     - type: nauc_precision_at_100_max
-      value: 46.35483380447927
+      value: 56.86858468981111
     - type: nauc_precision_at_10_diff1
-      value: 27.910043146581497
+      value: 27.973507280697774
     - type: nauc_precision_at_10_max
-      value: 36.07399824307888
+      value: 39.14247264250278
     - type: nauc_precision_at_1_diff1
-      value: 40.65773695743684
+      value: 41.36063963274824
     - type: nauc_precision_at_1_max
-      value: 28.766036921254617
+      value: 29.231198539339754
     - type: nauc_precision_at_20_diff1
-      value: 28.144265629196163
+      value: 28.244479044808852
     - type: nauc_precision_at_20_max
-      value: 39.60361579056115
+      value: 44.5538108461975
     - type: nauc_precision_at_3_diff1
-      value: 30.31893725671278
+      value: 30.09786756288918
     - type: nauc_precision_at_3_max
-      value: 32.63695126407254
+      value: 35.51252285506707
     - type: nauc_precision_at_5_diff1
-      value: 28.699678130380235
+      value: 28.444019525872083
     - type: nauc_precision_at_5_max
-      value: 32.37908851919098
+      value: 36.71010320598834
     - type: nauc_recall_at_1000_diff1
-      value: 33.74743287990342
+      value: 22.67827963096142
     - type: nauc_recall_at_1000_max
-      value: 60.080052130975346
+      value: 67.17958434804105
     - type: nauc_recall_at_100_diff1
-      value: 28.869275501873247
+      value: 24.83989747177035
     - type: nauc_recall_at_100_max
-      value: 46.35483380447917
+      value: 56.868584689811186
     - type: nauc_recall_at_10_diff1
-      value: 27.910043146581508
+      value: 27.973507280697774
     - type: nauc_recall_at_10_max
-      value: 36.07399824307888
+      value: 39.14247264250283
     - type: nauc_recall_at_1_diff1
-      value: 40.65773695743684
+      value: 41.36063963274824
     - type: nauc_recall_at_1_max
-      value: 28.766036921254617
+      value: 29.231198539339754
     - type: nauc_recall_at_20_diff1
-      value: 28.14426562919617
+      value: 28.244479044808823
     - type: nauc_recall_at_20_max
-      value: 39.60361579056118
+      value: 44.553810846197486
     - type: nauc_recall_at_3_diff1
-      value: 30.318937256712804
+      value: 30.097867562889213
     - type: nauc_recall_at_3_max
-      value: 32.63695126407256
+      value: 35.51252285506708
     - type: nauc_recall_at_5_diff1
-      value: 28.699678130380224
+      value: 28.444019525872054
     - type: nauc_recall_at_5_max
-      value: 32.37908851919102
+      value: 36.71010320598833
     - type: ndcg_at_1
-      value: 21.675
+      value: 24.956999999999997
     - type: ndcg_at_10
-      value: 38.06
+      value: 41.260999999999996
     - type: ndcg_at_100
-      value: 43.491
+      value: 46.628
     - type: ndcg_at_1000
-      value: 45.432
+      value: 48.339999999999996
     - type: ndcg_at_20
-      value: 40.217000000000006
+      value: 43.71
     - type: ndcg_at_3
-      value: 31.642
+      value: 34.771
     - type: ndcg_at_5
-      value: 34.837
+      value: 37.862
     - type: precision_at_1
-      value: 21.675
+      value: 24.956999999999997
     - type: precision_at_10
-      value: 5.652
+      value: 5.963
     - type: precision_at_100
-      value: 0.827
+      value: 0.8500000000000001
     - type: precision_at_1000
       value: 0.098
     - type: precision_at_20
-      value: 3.253
+      value: 3.463
     - type: precision_at_3
-      value: 12.939
+      value: 13.874
     - type: precision_at_5
-      value: 9.309000000000001
+      value: 9.818999999999999
     - type: recall_at_1
-      value: 21.675
+      value: 24.956999999999997
     - type: recall_at_10
-      value: 56.52
+      value: 59.629
     - type: recall_at_100
-      value: 82.729
+      value: 84.974
     - type: recall_at_1000
-      value: 98.1
+      value: 98.402
     - type: recall_at_20
-      value: 65.069
+      value: 69.257
     - type: recall_at_3
-      value: 38.817
+      value: 41.623
     - type: recall_at_5
-      value: 46.546
+      value: 49.092999999999996
   - task:
       type: Classification
     dataset:
@@ -288,11 +288,11 @@ model-index:
       revision: 1399c76144fd37290681b995c656ef9b2e06e26d
     metrics:
     - type: accuracy
-      value: 43.51
+      value: 40.354
     - type: f1
-      value: 41.3284674671926
+      value: 38.96127209677864
     - type: f1_weighted
-      value: 41.3284674671926
+      value: 38.96127209677863
   - task:
       type: Retrieval
     dataset:
@@ -305,213 +305,213 @@ model-index:
     - type: map_at_1
       value: 5.405
     - type: map_at_10
-      value: 9.008
+      value: 9.715
     - type: map_at_100
-      value: 9.932
+      value: 10.852
     - type: map_at_1000
-      value: 10.042
+      value: 10.986
     - type: map_at_20
-      value: 9.389
+      value: 10.324
     - type: map_at_3
-      value: 7.883
+      value: 8.183
     - type: map_at_5
-      value: 8.626000000000001
+      value: 9.129
     - type: mrr_at_1
       value: 5.405405405405405
     - type: mrr_at_10
-      value: 9.007579007579007
+      value: 9.715250965250963
     - type: mrr_at_100
-      value: 9.931517094611667
+      value: 10.852488713991455
     - type: mrr_at_1000
-      value: 10.0416462267215
+      value: 10.986128810251913
     - type: mrr_at_20
-      value: 9.38869595990339
+      value: 10.324372731493472
     - type: mrr_at_3
-      value: 7.882882882882883
+      value: 8.183183183183184
     - type: mrr_at_5
-      value: 8.626126126126126
+      value: 9.12912912912913
     - type: nauc_map_at_1000_diff1
-      value: 23.53549434486455
+      value: 27.989147369852507
     - type: nauc_map_at_1000_max
-      value: 9.977010641647402
+      value: 13.956676274011212
     - type: nauc_map_at_100_diff1
-      value: 23.50007884241435
+      value: 27.97931691839789
     - type: nauc_map_at_100_max
-      value: 9.984274734441085
+      value: 13.885054931557967
     - type: nauc_map_at_10_diff1
-      value: 24.69444512826233
+      value: 28.39484917161119
     - type: nauc_map_at_10_max
-      value: 9.726162724771594
+      value: 12.859153645903026
     - type: nauc_map_at_1_diff1
-      value: 40.88188899137848
+      value: 40.37326707123
     - type: nauc_map_at_1_max
-      value: 12.044739470755896
+      value: 19.53225223707901
     - type: nauc_map_at_20_diff1
-      value: 23.833757177107557
+      value: 27.969553431914463
     - type: nauc_map_at_20_max
-      value: 9.94328216894336
+      value: 13.993555023169318
     - type: nauc_map_at_3_diff1
-      value: 28.320570164876653
+      value: 31.130088078198526
     - type: nauc_map_at_3_max
-      value: 11.195397944839767
+      value: 11.59332560179606
     - type: nauc_map_at_5_diff1
-      value: 25.86894200735248
+      value: 28.51357198186801
     - type: nauc_map_at_5_max
-      value: 8.43950569758736
+      value: 12.629395513278464
     - type: nauc_mrr_at_1000_diff1
-      value: 23.53549434486455
+      value: 27.989147369852507
     - type: nauc_mrr_at_1000_max
-      value: 9.977010641647402
+      value: 13.956676274011212
     - type: nauc_mrr_at_100_diff1
-      value: 23.50007884241435
+      value: 27.97931691839789
     - type: nauc_mrr_at_100_max
-      value: 9.984274734441085
+      value: 13.885054931557967
     - type: nauc_mrr_at_10_diff1
-      value: 24.69444512826233
+      value: 28.39484917161119
     - type: nauc_mrr_at_10_max
-      value: 9.726162724771594
+      value: 12.859153645903026
     - type: nauc_mrr_at_1_diff1
-      value: 40.88188899137848
+      value: 40.37326707123
     - type: nauc_mrr_at_1_max
-      value: 12.044739470755896
+      value: 19.53225223707901
     - type: nauc_mrr_at_20_diff1
-      value: 23.833757177107557
+      value: 27.969553431914463
     - type: nauc_mrr_at_20_max
-      value: 9.94328216894336
+      value: 13.993555023169318
     - type: nauc_mrr_at_3_diff1
-      value: 28.320570164876653
+      value: 31.130088078198526
     - type: nauc_mrr_at_3_max
-      value: 11.195397944839767
+      value: 11.59332560179606
     - type: nauc_mrr_at_5_diff1
-      value: 25.86894200735248
+      value: 28.51357198186801
     - type: nauc_mrr_at_5_max
-      value: 8.43950569758736
+      value: 12.629395513278464
     - type: nauc_ndcg_at_1000_diff1
-      value: 15.939402272339343
+      value: 23.808642111518818
     - type: nauc_ndcg_at_1000_max
-      value: 10.076089125537772
+      value: 16.627566094152723
     - type: nauc_ndcg_at_100_diff1
-      value: 16.12740122067642
+      value: 24.15753828838301
     - type: nauc_ndcg_at_100_max
-      value: 10.39935154464689
+      value: 15.687219543962943
     - type: nauc_ndcg_at_10_diff1
-      value: 20.455941061369295
+      value: 25.37534871155007
     - type: nauc_ndcg_at_10_max
-      value: 9.350349883274461
+      value: 12.129150838266701
     - type: nauc_ndcg_at_1_diff1
-      value: 40.88188899137848
+      value: 40.37326707123
     - type: nauc_ndcg_at_1_max
-      value: 12.044739470755896
+      value: 19.53225223707901
     - type: nauc_ndcg_at_20_diff1
-      value: 18.267195122936364
+      value: 24.446964236295017
     - type: nauc_ndcg_at_20_max
-      value: 10.211299135510837
+      value: 15.718345074121808
     - type: nauc_ndcg_at_3_diff1
-      value: 26.453038443158267
+      value: 29.121862169292296
     - type: nauc_ndcg_at_3_max
-      value: 10.628723618231271
+      value: 9.481317109332187
     - type: nauc_ndcg_at_5_diff1
-      value: 22.815939702854084
+      value: 25.17815567035254
     - type: nauc_ndcg_at_5_max
-      value: 6.308794763068443
+      value: 11.187689974665869
     - type: nauc_precision_at_1000_diff1
-      value: -7.915540524594587
+      value: 10.131813130975075
     - type: nauc_precision_at_1000_max
-      value: 10.441250503021037
+      value: 30.42776840947068
     - type: nauc_precision_at_100_diff1
-      value: 2.7415108070462253
+      value: 17.8621079715631
     - type: nauc_precision_at_100_max
-      value: 11.957692005514204
+      value: 20.81364427037172
     - type: nauc_precision_at_10_diff1
-      value: 12.731449206012213
+      value: 20.451314767316635
     - type: nauc_precision_at_10_max
-      value: 9.218464561250887
+      value: 11.400840293532708
     - type: nauc_precision_at_1_diff1
-      value: 40.88188899137848
+      value: 40.37326707123
     - type: nauc_precision_at_1_max
-      value: 12.044739470755896
+      value: 19.53225223707901
     - type: nauc_precision_at_20_diff1
-      value: 8.658189595700664
+      value: 19.17170129809007
     - type: nauc_precision_at_20_max
-      value: 11.571072137198621
+      value: 20.190489899791007
     - type: nauc_precision_at_3_diff1
-      value: 22.7637681983756
+      value: 24.905337103765735
     - type: nauc_precision_at_3_max
-      value: 9.361635703809425
+      value: 4.960457155777402
     - type: nauc_precision_at_5_diff1
-      value: 17.02002973192349
+      value: 18.725510703139488
     - type: nauc_precision_at_5_max
-      value: 1.8844406919262011
+      value: 8.555964364751343
     - type: nauc_recall_at_1000_diff1
-      value: -7.915540524594531
+      value: 10.131813130975143
     - type: nauc_recall_at_1000_max
-      value: 10.441250503021028
+      value: 30.427768409470673
     - type: nauc_recall_at_100_diff1
-      value: 2.741510807046166
+      value: 17.862107971563105
     - type: nauc_recall_at_100_max
-      value: 11.957692005514156
+      value: 20.813644270371707
     - type: nauc_recall_at_10_diff1
-      value: 12.731449206012224
+      value: 20.45131476731657
     - type: nauc_recall_at_10_max
-      value: 9.218464561250883
+      value: 11.400840293532651
     - type: nauc_recall_at_1_diff1
-      value: 40.88188899137848
+      value: 40.37326707123
     - type: nauc_recall_at_1_max
-      value: 12.044739470755896
+      value: 19.53225223707901
     - type: nauc_recall_at_20_diff1
-      value: 8.65818959570063
+      value: 19.171701298090017
     - type: nauc_recall_at_20_max
-      value: 11.571072137198572
+      value: 20.19048989979099
     - type: nauc_recall_at_3_diff1
-      value: 22.763768198375587
+      value: 24.905337103765717
     - type: nauc_recall_at_3_max
-      value: 9.361635703809409
+      value: 4.9604571557773935
     - type: nauc_recall_at_5_diff1
-      value: 17.02002973192351
+      value: 18.72551070313952
     - type: nauc_recall_at_5_max
-      value: 1.8844406919262173
+      value: 8.55596436475138
     - type: ndcg_at_1
       value: 5.405
     - type: ndcg_at_10
-      value: 11.045
+      value: 12.217
     - type: ndcg_at_100
-      value: 16.724
+      value: 18.512999999999998
     - type: ndcg_at_1000
-      value: 20.325
+      value: 22.002
     - type: ndcg_at_20
-      value: 12.42
+      value: 14.551
     - type: ndcg_at_3
-      value: 8.746
+      value: 9.089
     - type: ndcg_at_5
-      value: 10.065
+      value: 10.776
     - type: precision_at_1
       value: 5.405
     - type: precision_at_10
-      value: 1.757
+      value: 2.027
     - type: precision_at_100
-      value: 0.468
+      value: 0.514
     - type: precision_at_1000
-      value: 0.077
+      value: 0.079
     - type: precision_at_20
-      value: 1.149
+      value: 1.486
     - type: precision_at_3
-      value: 3.7539999999999996
+      value: 3.904
     - type: precision_at_5
-      value: 2.883
+      value: 3.1530000000000005
     - type: recall_at_1
       value: 5.405
     - type: recall_at_10
-      value: 17.568
+      value: 20.27
     - type: recall_at_100
-      value: 46.847
+      value: 51.351
     - type: recall_at_1000
-      value: 76.577
+      value: 78.82900000000001
     - type: recall_at_20
-      value: 22.973
+      value: 29.73
     - type: recall_at_3
-      value: 11.261000000000001
+      value: 11.712
     - type: recall_at_5
-      value: 14.414
+      value: 15.766
   - task:
       type: Clustering
     dataset:
@@ -522,35 +522,35 @@ model-index:
       revision: e06ebbbb123f8144bef1a5d18796f3dec9ae2915
     metrics:
     - type: v_measure
-      value: 24.495384349905265
+      value: 25.366610995664384
     - type: v_measures
-      value: [0.2850587858600384, 0.274086904447773, 0.2446866774990972, 0.26946100959565517, 0.24156528297396174]
+      value: [0.2853826102888054, 0.27554329622230517, 0.2659387504290534, 0.272421074779971, 0.23780511730712292]
   - task:
       type: Clustering
     dataset:
       type: reciTAL/mlsum
       name: MTEB MLSUMClusteringP2P
-      config: default
+      config: fr
       split: test
       revision: b5d54f8f3b61ae17845046286940f03c6bc79bc7
     metrics:
     - type: v_measure
-      value: 41.7878688793447
+      value: 44.22735442638259
     - type: v_measures
-      value: [0.4201324393825989, 0.4205306567437461, 0.4221300501395374, 0.4210735177933313, 0.38124298228695813]
+      value: [0.446401643334608, 0.45940182243882194, 0.4535014442023603, 0.4315840671354274, 0.40219963696623473]
   - task:
       type: Clustering
     dataset:
       type: reciTAL/mlsum
       name: MTEB MLSUMClusteringS2S
-      config: default
+      config: fr
       split: test
       revision: b5d54f8f3b61ae17845046286940f03c6bc79bc7
     metrics:
     - type: v_measure
-      value: 41.54533473611554
+      value: 44.57521454657146
     - type: v_measures
-      value: [0.3978917671338969, 0.42610299599987944, 0.4152131658150196, 0.40558711021249855, 0.38327501252308305]
+      value: [0.4501823523199927, 0.45800459800343646, 0.4535621236055794, 0.4353844290212204, 0.40539074932285035]
   - task:
       type: Classification
     dataset:
@@ -561,11 +561,11 @@ model-index:
       revision: d80d48c1eb48d3562165c59d59d0034df9fff0bf
     metrics:
     - type: accuracy
-      value: 85.33041027247104
+      value: 86.82743501409333
     - type: f1
-      value: 85.4043088703478
+      value: 87.07777165714171
     - type: f1_weighted
-      value: 85.22086763441686
+      value: 86.70555382175719
   - task:
       type: Classification
     dataset:
@@ -576,11 +576,11 @@ model-index:
       revision: ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba
     metrics:
     - type: accuracy
-      value: 59.01346695897275
+      value: 59.129345443156886
     - type: f1
-      value: 41.296845063208316
+      value: 40.374753319633946
     - type: f1_weighted
-      value: 61.793813202867696
+      value: 61.735222244513906
   - task:
       type: Classification
     dataset:
@@ -591,11 +591,11 @@ model-index:
       revision: 18193f187b92da67168c655c9973a165ed9593dd
     metrics:
     - type: accuracy
-      value: 72.60663507109004
+      value: 77.44075829383887
     - type: f1
-      value: 68.67522100429781
+      value: 73.59099795975669
     - type: f1_weighted
-      value: 72.75616093668002
+      value: 77.53638597300765
   - task:
       type: Clustering
     dataset:
@@ -606,9 +606,9 @@ model-index:
       revision: 8ccc72e69e65f40c70e117d8b3c08306bb788b60
     metrics:
     - type: v_measure
-      value: 49.17691007381563
+      value: 61.57579457743856
     - type: v_measures
-      value: [1.0, 0.033833191750480725, 0.5707463198244268, 0.1318223737892885, 0.7224436183265853]
+      value: [1.0, 0.19333147584460073, 0.1918473189330316, 0.9180419176341081, 0.7755690164601873]
   - task:
       type: Clustering
     dataset:
@@ -619,9 +619,9 @@ model-index:
       revision: 8ccc72e69e65f40c70e117d8b3c08306bb788b60
     metrics:
     - type: v_measure
-      value: 26.9350763881635
+      value: 46.09882977546196
     - type: v_measures
-      value: [1.0, 0.0002883507347309009, 0.18259625098776155, 0.025306110065234755, 0.1385631076204479]
+      value: [1.0, 0.0, 0.4881603944307428, 0.1341399033659235, 0.6826411909764316]
   - task:
       type: Classification
     dataset:
@@ -632,11 +632,11 @@ model-index:
       revision: 4672e20407010da34463acc759c162ca9734bca6
     metrics:
     - type: accuracy
-      value: 65.1546738399462
+      value: 64.98655010087424
     - type: f1
-      value: 62.81367149102006
+      value: 62.07892690857404
     - type: f1_weighted
-      value: 64.45478181518959
+      value: 64.04916798028313
   - task:
       type: Classification
     dataset:
@@ -647,11 +647,11 @@ model-index:
       revision: fad2c6e8459f9e1c45d9315f4953d921437d70f8
     metrics:
     - type: accuracy
-      value: 69.94283792871553
+      value: 71.72494956287828
     - type: f1
-      value: 69.3387310036327
+      value: 70.7613627592262
     - type: f1_weighted
-      value: 69.77979200675047
+      value: 71.59023734198762
   - task:
       type: Retrieval
     dataset:
@@ -662,215 +662,215 @@ model-index:
       revision: efa78cc2f74bbcd21eff2261f9e13aebe40b814e
     metrics:
     - type: map_at_1
-      value: 14.536999999999999
+      value: 15.643
     - type: map_at_10
-      value: 22.972
+      value: 23.263
     - type: map_at_100
-      value: 24.046
+      value: 24.282
     - type: map_at_1000
-      value: 24.15
+      value: 24.386
     - type: map_at_20
-      value: 23.56
+      value: 23.810000000000002
     - type: map_at_3
-      value: 20.639
+      value: 20.857
     - type: map_at_5
-      value: 21.886
+      value: 22.127
     - type: mrr_at_1
-      value: 14.537264537264537
+      value: 15.642915642915641
     - type: mrr_at_10
-      value: 22.97172172172171
+      value: 23.26313326313326
     - type: mrr_at_100
-      value: 24.04581030084757
+      value: 24.28242740941141
     - type: mrr_at_1000
-      value: 24.15012351833827
+      value: 24.38579869502159
     - type: mrr_at_20
-      value: 23.559920001131612
+      value: 23.809503335080308
     - type: mrr_at_3
-      value: 20.63882063882061
+      value: 20.857220857220817
     - type: mrr_at_5
-      value: 21.88574938574935
+      value: 22.126672126672087
     - type: nauc_map_at_1000_diff1
-      value: 25.172495501911456
+      value: 22.791507278613405
     - type: nauc_map_at_1000_max
-      value: 39.07442097828252
+      value: 34.49738411163668
     - type: nauc_map_at_100_diff1
-      value: 25.129142743145884
+      value: 22.753348275392053
     - type: nauc_map_at_100_max
-      value: 39.03725272182565
+      value: 34.503329867035156
     - type: nauc_map_at_10_diff1
-      value: 25.52237435145409
+      value: 22.949396903228543
     - type: nauc_map_at_10_max
-      value: 39.5761256079619
+      value: 34.59635858547973
     - type: nauc_map_at_1_diff1
-      value: 31.68506359690787
+      value: 29.68671981414948
     - type: nauc_map_at_1_max
-      value: 39.251552013635425
+      value: 32.40476256531568
     - type: nauc_map_at_20_diff1
-      value: 25.223544981725286
+      value: 22.839943329322214
     - type: nauc_map_at_20_max
-      value: 39.20307777977743
+      value: 34.5512812666387
     - type: nauc_map_at_3_diff1
-      value: 26.5913043939904
+      value: 24.531567517208703
     - type: nauc_map_at_3_max
-      value: 40.38909639557377
+      value: 34.63194411307717
     - type: nauc_map_at_5_diff1
-      value: 25.90291761511258
+      value: 23.785928597532532
     - type: nauc_map_at_5_max
-      value: 40.08746876057708
+      value: 34.49711117096583
     - type: nauc_mrr_at_1000_diff1
-      value: 25.172495501911456
+      value: 22.791507278613405
     - type: nauc_mrr_at_1000_max
-      value: 39.07442097828252
+      value: 34.49738411163668
     - type: nauc_mrr_at_100_diff1
-      value: 25.129142743145884
+      value: 22.753348275392053
     - type: nauc_mrr_at_100_max
-      value: 39.03725272182565
+      value: 34.503329867035156
     - type: nauc_mrr_at_10_diff1
-      value: 25.52237435145409
+      value: 22.949396903228543
     - type: nauc_mrr_at_10_max
-      value: 39.5761256079619
+      value: 34.59635858547973
     - type: nauc_mrr_at_1_diff1
-      value: 31.68506359690787
+      value: 29.68671981414948
     - type: nauc_mrr_at_1_max
-      value: 39.251552013635425
+      value: 32.40476256531568
     - type: nauc_mrr_at_20_diff1
-      value: 25.223544981725286
+      value: 22.839943329322214
     - type: nauc_mrr_at_20_max
-      value: 39.20307777977743
+      value: 34.5512812666387
     - type: nauc_mrr_at_3_diff1
-      value: 26.5913043939904
+      value: 24.531567517208703
     - type: nauc_mrr_at_3_max
-      value: 40.38909639557377
+      value: 34.63194411307717
     - type: nauc_mrr_at_5_diff1
-      value: 25.90291761511258
+      value: 23.785928597532532
     - type: nauc_mrr_at_5_max
-      value: 40.08746876057708
+      value: 34.49711117096583
     - type: nauc_ndcg_at_1000_diff1
-      value: 23.22275566961323
+      value: 20.36281863938966
     - type: nauc_ndcg_at_1000_max
-      value: 37.77760760027764
+      value: 34.39195365895218
     - type: nauc_ndcg_at_100_diff1
-      value: 21.715763741257927
+      value: 19.226093736031558
     - type: nauc_ndcg_at_100_max
-      value: 36.46541121995108
+      value: 34.598730272263424
     - type: nauc_ndcg_at_10_diff1
-      value: 23.278761630662373
+      value: 20.175947236861635
     - type: nauc_ndcg_at_10_max
-      value: 38.7930407055593
+      value: 35.06289054957336
     - type: nauc_ndcg_at_1_diff1
-      value: 31.68506359690787
+      value: 29.68671981414948
     - type: nauc_ndcg_at_1_max
-      value: 39.251552013635425
+      value: 32.40476256531568
     - type: nauc_ndcg_at_20_diff1
-      value: 22.247483519405314
+      value: 19.76832604541867
     - type: nauc_ndcg_at_20_max
-      value: 37.52699283756433
+      value: 34.88676463098282
     - type: nauc_ndcg_at_3_diff1
-      value: 25.285332146360567
+      value: 23.165684344826936
     - type: nauc_ndcg_at_3_max
-      value: 40.49755286945492
+      value: 35.058555779606806
     - type: nauc_ndcg_at_5_diff1
-      value: 24.188132420084607
+      value: 22.008327776501197
     - type: nauc_ndcg_at_5_max
-      value: 40.023420096094924
+      value: 34.81586957799795
     - type: nauc_precision_at_1000_diff1
-      value: 22.011383616462943
+      value: -0.17116637411109903
     - type: nauc_precision_at_1000_max
-      value: 33.1171975223399
+      value: 22.79067675552558
     - type: nauc_precision_at_100_diff1
-      value: 8.869925191243802
+      value: 6.442518254575118
     - type: nauc_precision_at_100_max
-      value: 24.642097404720463
+      value: 34.22531735083736
     - type: nauc_precision_at_10_diff1
-      value: 17.74075352930919
+      value: 13.139149147711764
     - type: nauc_precision_at_10_max
-      value: 36.488352516736775
+      value: 36.17629609592965
     - type: nauc_precision_at_1_diff1
-      value: 31.68506359690787
+      value: 29.68671981414948
     - type: nauc_precision_at_1_max
-      value: 39.251552013635425
+      value: 32.40476256531568
     - type: nauc_precision_at_20_diff1
-      value: 14.092673370526898
+      value: 11.54118462661454
     - type: nauc_precision_at_20_max
-      value: 32.16083119966346
+      value: 35.56967988819633
     - type: nauc_precision_at_3_diff1
-      value: 22.16344389106631
+      value: 19.81196490555276
     - type: nauc_precision_at_3_max
-      value: 40.70883095791623
+      value: 36.06171743276854
     - type: nauc_precision_at_5_diff1
-      value: 20.119543069972256
+      value: 17.72477129059423
     - type: nauc_precision_at_5_max
-      value: 39.79763147435235
+      value: 35.49631000776651
     - type: nauc_recall_at_1000_diff1
-      value: 22.011383616462528
+      value: -0.17116637411164665
     - type: nauc_recall_at_1000_max
-      value: 33.117197522340085
+      value: 22.790676755525375
     - type: nauc_recall_at_100_diff1
-      value: 8.869925191243775
+      value: 6.442518254575061
     - type: nauc_recall_at_100_max
-      value: 24.64209740472041
+      value: 34.22531735083735
     - type: nauc_recall_at_10_diff1
-      value: 17.740753529309178
+      value: 13.139149147711779
     - type: nauc_recall_at_10_max
-      value: 36.48835251673679
+      value: 36.17629609592963
     - type: nauc_recall_at_1_diff1
-      value: 31.68506359690787
+      value: 29.68671981414948
     - type: nauc_recall_at_1_max
-      value: 39.251552013635425
+      value: 32.40476256531568
     - type: nauc_recall_at_20_diff1
-      value: 14.092673370526915
+      value: 11.541184626614548
     - type: nauc_recall_at_20_max
-      value: 32.160831199663455
+      value: 35.56967988819635
     - type: nauc_recall_at_3_diff1
-      value: 22.163443891066322
+      value: 19.811964905552767
     - type: nauc_recall_at_3_max
-      value: 40.708830957916234
+      value: 36.06171743276855
     - type: nauc_recall_at_5_diff1
-      value: 20.119543069972217
+      value: 17.72477129059422
     - type: nauc_recall_at_5_max
-      value: 39.79763147435234
+      value: 35.49631000776651
     - type: ndcg_at_1
-      value: 14.536999999999999
+      value: 15.643
     - type: ndcg_at_10
-      value: 27.485
+      value: 27.596999999999998
     - type: ndcg_at_100
-      value: 33.206
+      value: 33.036
     - type: ndcg_at_1000
-      value: 36.382999999999996
+      value: 36.348
     - type: ndcg_at_20
-      value: 29.635
+      value: 29.586000000000002
     - type: ndcg_at_3
-      value: 22.597
+      value: 22.567
     - type: ndcg_at_5
-      value: 24.851
+      value: 24.858
     - type: precision_at_1
-      value: 14.536999999999999
+      value: 15.643
     - type: precision_at_10
-      value: 4.189
+      value: 4.152
     - type: precision_at_100
-      value: 0.698
+      value: 0.681
     - type: precision_at_1000
-      value: 0.096
+      value: 0.095
     - type: precision_at_20
-      value: 2.52
+      value: 2.469
     - type: precision_at_3
-      value: 9.419
+      value: 9.173
     - type: precision_at_5
-      value: 6.749
+      value: 6.618
     - type: recall_at_1
-      value: 14.536999999999999
+      value: 15.643
     - type: recall_at_10
-      value: 41.892
+      value: 41.522999999999996
     - type: recall_at_100
-      value: 69.779
+      value: 68.059
     - type: recall_at_1000
-      value: 95.61800000000001
+      value: 95.332
     - type: recall_at_20
-      value: 50.41
+      value: 49.386
     - type: recall_at_3
-      value: 28.255999999999997
+      value: 27.517999999999997
     - type: recall_at_5
-      value: 33.743
+      value: 33.088
   - task:
       type: PairClassification
     dataset:
@@ -881,51 +881,51 @@ model-index:
       revision: 9e9b1f8ef51616073f47f306f7f47dd91663f86a
     metrics:
     - type: cos_sim_accuracy
-      value: 81.74386920980926
+      value: 82.08446866485014
     - type: cos_sim_ap
-      value: 93.18281680904117
+      value: 93.63779278112501
     - type: cos_sim_f1
-      value: 87.37233054781802
+      value: 87.31307284129282
     - type: cos_sim_precision
-      value: 82.04010462074979
+      value: 84.8968105065666
     - type: cos_sim_recall
-      value: 93.44587884806356
+      value: 89.87090367428004
     - type: dot_accuracy
-      value: 81.74386920980926
+      value: 82.08446866485014
     - type: dot_ap
-      value: 93.18281680904117
+      value: 93.63779278112501
     - type: dot_f1
-      value: 87.37233054781802
+      value: 87.31307284129282
     - type: dot_precision
-      value: 82.04010462074979
+      value: 84.8968105065666
     - type: dot_recall
-      value: 93.44587884806356
+      value: 89.87090367428004
     - type: euclidean_accuracy
-      value: 81.74386920980926
+      value: 82.08446866485014
     - type: euclidean_ap
-      value: 93.18281680904117
+      value: 93.63779278112501
     - type: euclidean_f1
-      value: 87.37233054781802
+      value: 87.31307284129282
     - type: euclidean_precision
-      value: 82.04010462074979
+      value: 84.8968105065666
     - type: euclidean_recall
-      value: 93.44587884806356
+      value: 89.87090367428004
     - type: manhattan_accuracy
-      value: 81.74386920980926
+      value: 82.15258855585831
     - type: manhattan_ap
-      value: 93.17517480971131
+      value: 93.6291276133462
     - type: manhattan_f1
-      value: 87.37864077669903
+      value: 87.36740597878496
     - type: manhattan_precision
-      value: 81.74740484429066
+      value: 84.91096532333646
     - type: manhattan_recall
-      value: 93.84309831181727
+      value: 89.97020854021847
     - type: max_accuracy
-      value: 81.74386920980926
+      value: 82.15258855585831
     - type: max_ap
-      value: 93.18281680904117
+      value: 93.63779278112501
     - type: max_f1
-      value: 87.37864077669903
+      value: 87.36740597878496
   - task:
       type: PairClassification
     dataset:
@@ -936,51 +936,51 @@ model-index:
       revision: 8a04d940a42cd40658986fdd8e3da561533a3646
     metrics:
     - type: cos_sim_accuracy
-      value: 61.1
+      value: 60.85
     - type: cos_sim_ap
-      value: 60.75603519868964
+      value: 60.37878110577144
     - type: cos_sim_f1
-      value: 62.78646780647509
+      value: 62.67978803936413
     - type: cos_sim_precision
-      value: 46.74972914409534
+      value: 47.61357101782634
     - type: cos_sim_recall
-      value: 95.5703211517165
+      value: 91.69435215946844
     - type: dot_accuracy
-      value: 61.1
+      value: 60.85
     - type: dot_ap
-      value: 60.74807680023078
+      value: 60.282876235548
     - type: dot_f1
-      value: 62.78646780647509
+      value: 62.67978803936413
     - type: dot_precision
-      value: 46.74972914409534
+      value: 47.61357101782634
     - type: dot_recall
-      value: 95.5703211517165
+      value: 91.69435215946844
     - type: euclidean_accuracy
-      value: 61.1
+      value: 60.85
     - type: euclidean_ap
-      value: 60.756144387817734
+      value: 60.37878110577144
     - type: euclidean_f1
-      value: 62.78646780647509
+      value: 62.67978803936413
     - type: euclidean_precision
-      value: 46.74972914409534
+      value: 47.61357101782634
     - type: euclidean_recall
-      value: 95.5703211517165
+      value: 91.69435215946844
     - type: manhattan_accuracy
-      value: 61.150000000000006
+      value: 61.0
     - type: manhattan_ap
-      value: 60.685188544775116
+      value: 60.32592616688752
     - type: manhattan_f1
-      value: 62.7721335268505
+      value: 62.70871985157699
     - type: manhattan_precision
-      value: 46.6810577441986
+      value: 47.154017857142854
     - type: manhattan_recall
-      value: 95.79180509413068
+      value: 93.57696566998892
     - type: max_accuracy
-      value: 61.150000000000006
+      value: 61.0
     - type: max_ap
-      value: 60.756144387817734
+      value: 60.37878110577144
     - type: max_f1
-      value: 62.78646780647509
+      value: 62.70871985157699
   - task:
       type: STS
     dataset:
@@ -991,17 +991,17 @@ model-index:
       revision: e077ab4cf4774a1e36d86d593b150422fafd8e8a
     metrics:
     - type: cos_sim_pearson
-      value: 83.1543597030015
+      value: 82.41331853949572
     - type: cos_sim_spearman
-      value: 77.10092303546944
+      value: 75.4815169821101
     - type: euclidean_pearson
-      value: 80.27115846915481
+      value: 79.81380205322172
     - type: euclidean_spearman
-      value: 77.10092516058822
+      value: 75.48076002322844
     - type: manhattan_pearson
-      value: 80.30090425968062
+      value: 79.86035354304643
     - type: manhattan_spearman
-      value: 77.09423647945061
+      value: 75.51770448845875
   - task:
       type: STS
     dataset:
@@ -1012,38 +1012,38 @@ model-index:
       revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3
     metrics:
     - type: cos_sim_pearson
-      value: 79.20797144286122
+      value: 78.63723398201921
     - type: cos_sim_spearman
-      value: 80.31452099282514
+      value: 81.1413239539243
     - type: euclidean_pearson
-      value: 78.43621396282957
+      value: 79.65250044199216
     - type: euclidean_spearman
-      value: 80.31452099282514
+      value: 81.1413239539243
     - type: manhattan_pearson
-      value: 78.29678738374866
+      value: 79.4690995487022
     - type: manhattan_spearman
-      value: 79.93185465249057
+      value: 80.61411938663267
   - task:
       type: STS
     dataset:
-      type: PhilipMay/stsb_multi_mt
+      type: mteb/stsb_multi_mt
       name: MTEB STSBenchmarkMultilingualSTS (fr)
       config: fr
       split: test
       revision: 29afa2569dcedaaa2fe6a3dcfebab33d28b82e8c
     metrics:
     - type: cos_sim_pearson
-      value: 84.69215133897265
+      value: 83.34057641357742
     - type: cos_sim_spearman
-      value: 84.35617480959016
+      value: 83.74771008807434
     - type: euclidean_pearson
-      value: 83.85371663492563
+      value: 83.22245971062527
     - type: euclidean_spearman
-      value: 84.35617480959016
+      value: 83.74894925253341
     - type: manhattan_pearson
-      value: 83.85857789722276
+      value: 83.06789257151542
     - type: manhattan_spearman
-      value: 84.30794186513978
+      value: 83.52796149940158
   - task:
       type: Summarization
     dataset:
@@ -1054,13 +1054,13 @@ model-index:
       revision: b385812de6a9577b6f4d0f88c6a6e35395a94054
     metrics:
     - type: cos_sim_pearson
-      value: 29.187176809104393
+      value: 29.949370780736455
     - type: cos_sim_spearman
-      value: 29.65160679657583
+      value: 30.16472987232583
     - type: dot_pearson
-      value: 29.18717349611766
+      value: 29.94937008799093
     - type: dot_spearman
-      value: 29.65160679657583
+      value: 30.16472987232583
   - task:
       type: Reranking
     dataset:
@@ -1071,17 +1071,17 @@ model-index:
       revision: daf0863838cd9e3ba50544cdce3ac2b338a1b0ad
     metrics:
     - type: map
-      value: 82.76666666666667
+      value: 83.82619047619046
     - type: mrr
-      value: 82.76666666666667
+      value: 83.82619047619046
     - type: nAUC_map_diff1
-      value: 52.548913230162405
+      value: 56.291594426865686
     - type: nAUC_map_max
-      value: -2.824065935620183
+      value: 9.006252496368798
     - type: nAUC_mrr_diff1
-      value: 52.548913230162405
+      value: 56.291594426865686
     - type: nAUC_mrr_max
-      value: -2.824065935620183
+      value: 9.006252496368798
   - task:
       type: Retrieval
     dataset:
@@ -1092,117 +1092,117 @@ model-index:
       revision: 19661ccdca4dfc2d15122d776b61685f48c68ca9
     metrics:
     - type: map_at_1
-      value: 57.99999999999999
+      value: 62.0
     - type: map_at_10
-      value: 72.356
+      value: 74.369
     - type: map_at_100
-      value: 72.625
+      value: 74.626
     - type: map_at_1000
-      value: 72.625
+      value: 74.626
     - type: map_at_20
-      value: 72.625
+      value: 74.626
     - type: map_at_3
-      value: 70.333
+      value: 72.333
     - type: map_at_5
-      value: 71.48299999999999
+      value: 73.533
     - type: mrr_at_1
-      value: 57.99999999999999
+      value: 62.0
     - type: mrr_at_10
-      value: 72.35634920634922
+      value: 74.36944444444444
     - type: mrr_at_100
-      value: 72.62532693914275
+      value: 74.62553418803418
     - type: mrr_at_1000
-      value: 72.62532693914275
+      value: 74.62553418803418
     - type: mrr_at_20
-      value: 72.62532693914275
+      value: 74.62553418803418
     - type: mrr_at_3
-      value: 70.33333333333333
+      value: 72.33333333333333
     - type: mrr_at_5
-      value: 71.48333333333333
+      value: 73.53333333333333
     - type: nauc_map_at_1000_diff1
-      value: 57.27081552588017
+      value: 59.84829658893367
     - type: nauc_map_at_1000_max
-      value: 13.401922890723771
+      value: 25.92680320484747
     - type: nauc_map_at_100_diff1
-      value: 57.27081552588017
+      value: 59.84829658893367
     - type: nauc_map_at_100_max
-      value: 13.401922890723771
+      value: 25.92680320484747
     - type: nauc_map_at_10_diff1
-      value: 57.39952453922188
+      value: 60.14734510056334
     - type: nauc_map_at_10_max
-      value: 14.093164837730344
+      value: 26.4859845903765
     - type: nauc_map_at_1_diff1
-      value: 57.23800679107291
+      value: 61.15589330215675
     - type: nauc_map_at_1_max
-      value: 11.039846765533865
+      value: 25.502261329723385
     - type: nauc_map_at_20_diff1
-      value: 57.27081552588017
+      value: 59.84829658893367
     - type: nauc_map_at_20_max
-      value: 13.401922890723771
+      value: 25.92680320484747
     - type: nauc_map_at_3_diff1
-      value: 58.14875247321224
+      value: 60.664125602445864
     - type: nauc_map_at_3_max
-      value: 14.538312305676238
+      value: 24.598480701707597
     - type: nauc_map_at_5_diff1
-      value: 57.34940275695991
+      value: 59.96933672856163
     - type: nauc_map_at_5_max
-      value: 13.675180459395065
+      value: 26.87050847362874
     - type: nauc_mrr_at_1000_diff1
-      value: 57.27081552588017
+      value: 59.84829658893367
     - type: nauc_mrr_at_1000_max
-      value: 13.401922890723771
+      value: 25.92680320484747
     - type: nauc_mrr_at_100_diff1
-      value: 57.27081552588017
+      value: 59.84829658893367
     - type: nauc_mrr_at_100_max
-      value: 13.401922890723771
+      value: 25.92680320484747
     - type: nauc_mrr_at_10_diff1
-      value: 57.39952453922188
+      value: 60.14734510056334
     - type: nauc_mrr_at_10_max
-      value: 14.093164837730344
+      value: 26.4859845903765
     - type: nauc_mrr_at_1_diff1
-      value: 57.23800679107291
+      value: 61.15589330215675
     - type: nauc_mrr_at_1_max
-      value: 11.039846765533865
+      value: 25.502261329723385
     - type: nauc_mrr_at_20_diff1
-      value: 57.27081552588017
+      value: 59.84829658893367
     - type: nauc_mrr_at_20_max
-      value: 13.401922890723771
+      value: 25.92680320484747
     - type: nauc_mrr_at_3_diff1
-      value: 58.14875247321224
+      value: 60.664125602445864
     - type: nauc_mrr_at_3_max
-      value: 14.538312305676238
+      value: 24.598480701707597
     - type: nauc_mrr_at_5_diff1
-      value: 57.34940275695991
+      value: 59.96933672856163
     - type: nauc_mrr_at_5_max
-      value: 13.675180459395065
+      value: 26.87050847362874
     - type: nauc_ndcg_at_1000_diff1
-      value: 57.38511684819052
+      value: 60.04965149586935
     - type: nauc_ndcg_at_1000_max
-      value: 13.993185568467656
+      value: 26.34908378184259
     - type: nauc_ndcg_at_100_diff1
-      value: 57.38511684819052
+      value: 60.04965149586935
     - type: nauc_ndcg_at_100_max
-      value: 13.993185568467656
+      value: 26.34908378184259
     - type: nauc_ndcg_at_10_diff1
-      value: 57.93396526410134
+      value: 61.517946155950945
     - type: nauc_ndcg_at_10_max
-      value: 17.16319020800824
+      value: 29.005286712766882
     - type: nauc_ndcg_at_1_diff1
-      value: 57.23800679107291
+      value: 61.15589330215675
     - type: nauc_ndcg_at_1_max
-      value: 11.039846765533865
+      value: 25.502261329723385
     - type: nauc_ndcg_at_20_diff1
-      value: 57.38511684819052
+      value: 60.04965149586935
     - type: nauc_ndcg_at_20_max
-      value: 13.993185568467656
+      value: 26.34908378184259
     - type: nauc_ndcg_at_3_diff1
-      value: 59.36410104940948
+      value: 62.138907107716314
     - type: nauc_ndcg_at_3_max
-      value: 17.128826753860732
+      value: 24.66905359423539
     - type: nauc_ndcg_at_5_diff1
-      value: 57.71094150714742
+      value: 60.81453858060155
     - type: nauc_ndcg_at_5_max
-      value: 15.62784584334318
+      value: 29.652166992041785
     - type: nauc_precision_at_1000_diff1
       value: nan
     - type: nauc_precision_at_1000_max
@@ -1212,25 +1212,25 @@ model-index:
     - type: nauc_precision_at_100_max
       value: nan
     - type: nauc_precision_at_10_diff1
-      value: 66.79505135387465
+      value: 86.11111111111084
     - type: nauc_precision_at_10_max
-      value: 70.47152194211033
+      value: 72.80578898225937
     - type: nauc_precision_at_1_diff1
-      value: 57.23800679107291
+      value: 61.15589330215675
     - type: nauc_precision_at_1_max
-      value: 11.039846765533865
+      value: 25.502261329723385
     - type: nauc_precision_at_20_diff1
       value: 100.0
     - type: nauc_precision_at_20_max
       value: 100.0
     - type: nauc_precision_at_3_diff1
-      value: 65.65896518060521
+      value: 69.83729254799863
     - type: nauc_precision_at_3_max
-      value: 30.198503091441538
+      value: 25.2229092092417
     - type: nauc_precision_at_5_diff1
-      value: 60.04201680672288
+      value: 66.95144724556499
     - type: nauc_precision_at_5_max
-      value: 29.000933706816145
+      value: 49.640522875817005
     - type: nauc_recall_at_1000_diff1
       value: nan
     - type: nauc_recall_at_1000_max
@@ -1240,41 +1240,41 @@ model-index:
     - type: nauc_recall_at_100_max
       value: nan
     - type: nauc_recall_at_10_diff1
-      value: 66.7950513538749
+      value: 86.11111111111124
     - type: nauc_recall_at_10_max
-      value: 70.47152194211012
+      value: 72.8057889822595
     - type: nauc_recall_at_1_diff1
-      value: 57.23800679107291
+      value: 61.15589330215675
     - type: nauc_recall_at_1_max
-      value: 11.039846765533865
+      value: 25.502261329723385
     - type: nauc_recall_at_20_diff1
       value: nan
     - type: nauc_recall_at_20_max
       value: nan
     - type: nauc_recall_at_3_diff1
-      value: 65.65896518060525
+      value: 69.83729254799871
     - type: nauc_recall_at_3_max
-      value: 30.19850309144154
+      value: 25.22290920924175
     - type: nauc_recall_at_5_diff1
-      value: 60.0420168067226
+      value: 66.95144724556485
     - type: nauc_recall_at_5_max
-      value: 29.000933706816
+      value: 49.64052287581686
     - type: ndcg_at_1
-      value: 57.99999999999999
+      value: 62.0
     - type: ndcg_at_10
-      value: 78.19800000000001
+      value: 79.679
     - type: ndcg_at_100
-      value: 79.199
+      value: 80.664
     - type: ndcg_at_1000
-      value: 79.199
+      value: 80.664
     - type: ndcg_at_20
-      value: 79.199
+      value: 80.664
     - type: ndcg_at_3
-      value: 74.119
+      value: 75.595
     - type: ndcg_at_5
-      value: 76.184
+      value: 77.704
     - type: precision_at_1
-      value: 57.99999999999999
+      value: 62.0
     - type: precision_at_10
       value: 9.6
     - type: precision_at_100
@@ -1288,7 +1288,7 @@ model-index:
     - type: precision_at_5
       value: 18.0
     - type: recall_at_1
-      value: 57.99999999999999
+      value: 62.0
     - type: recall_at_10
       value: 96.0
     - type: recall_at_100
@@ -1311,215 +1311,215 @@ model-index:
       revision: c99d599f0a6ab9b85b065da6f9d94f9cf731679f
     metrics:
     - type: map_at_1
-      value: 35.256
+      value: 37.597
     - type: map_at_10
-      value: 54.071999999999996
+      value: 57.888
     - type: map_at_100
-      value: 55.435
+      value: 59.277
     - type: map_at_1000
-      value: 55.53
+      value: 59.352000000000004
     - type: map_at_20
-      value: 54.855
+      value: 58.717
     - type: map_at_3
-      value: 48.762
+      value: 51.957
     - type: map_at_5
-      value: 51.949999999999996
+      value: 55.772999999999996
     - type: mrr_at_1
-      value: 56.34178905206942
+      value: 59.813084112149525
     - type: mrr_at_10
-      value: 63.30843240723078
+      value: 67.10031364570752
     - type: mrr_at_100
-      value: 63.92076387626982
+      value: 67.66545041236235
     - type: mrr_at_1000
-      value: 63.9435076251571
+      value: 67.6835494818551
     - type: mrr_at_20
-      value: 63.64110365119446
+      value: 67.49393600922676
     - type: mrr_at_3
-      value: 61.526479750778805
+      value: 65.17578994214506
     - type: mrr_at_5
-      value: 62.38762794837559
+      value: 66.18380062305292
     - type: nauc_map_at_1000_diff1
-      value: 45.88957885553053
+      value: 48.73204134706741
     - type: nauc_map_at_1000_max
-      value: 52.59013482565773
+      value: 48.167144249595445
     - type: nauc_map_at_100_diff1
-      value: 45.84948517422948
+      value: 48.678967361326784
     - type: nauc_map_at_100_max
-      value: 52.55839985303019
+      value: 48.150876586146055
     - type: nauc_map_at_10_diff1
-      value: 45.763486819482196
+      value: 48.49819455901337
     - type: nauc_map_at_10_max
-      value: 52.09054118600712
+      value: 47.419803565618324
     - type: nauc_map_at_1_diff1
-      value: 55.521911317670835
+      value: 58.76698174343172
     - type: nauc_map_at_1_max
-      value: 34.68779817675579
+      value: 32.18211527608151
     - type: nauc_map_at_20_diff1
-      value: 45.757369615751884
+      value: 48.40197639399712
     - type: nauc_map_at_20_max
-      value: 52.44708031434436
+      value: 47.81717012073508
     - type: nauc_map_at_3_diff1
-      value: 47.798733616712056
+      value: 50.73932443832007
     - type: nauc_map_at_3_max
-      value: 46.87976781177451
+      value: 42.24066337784361
     - type: nauc_map_at_5_diff1
-      value: 46.215964363315884
+      value: 49.46975560894318
     - type: nauc_map_at_5_max
-      value: 50.5765276342371
+      value: 45.80443987601635
     - type: nauc_mrr_at_1000_diff1
-      value: 55.110400510640766
+      value: 57.835936362591525
     - type: nauc_mrr_at_1000_max
-      value: 62.66171179919574
+      value: 58.573550643855896
     - type: nauc_mrr_at_100_diff1
-      value: 55.10166012000449
+      value: 57.82678446452145
     - type: nauc_mrr_at_100_max
-      value: 62.66269343813773
+      value: 58.5764861850602
     - type: nauc_mrr_at_10_diff1
-      value: 55.087629594751256
+      value: 57.76879895710224
     - type: nauc_mrr_at_10_max
-      value: 62.69978067726044
+      value: 58.64968053975452
     - type: nauc_mrr_at_1_diff1
-      value: 57.446957773325956
+      value: 59.856533986276574
     - type: nauc_mrr_at_1_max
-      value: 63.22109004948565
+      value: 58.730867813105725
     - type: nauc_mrr_at_20_diff1
-      value: 55.067208283222016
+      value: 57.795349563018746
     - type: nauc_mrr_at_20_max
-      value: 62.66935664582939
+      value: 58.516079879105256
     - type: nauc_mrr_at_3_diff1
-      value: 55.18870023658262
+      value: 57.76489841294852
     - type: nauc_mrr_at_3_max
-      value: 62.597473549957996
+      value: 58.58658769928032
     - type: nauc_mrr_at_5_diff1
-      value: 54.87651100155316
+      value: 57.694777424382515
     - type: nauc_mrr_at_5_max
-      value: 62.72845534030979
+      value: 58.56316065282314
     - type: nauc_ndcg_at_1000_diff1
-      value: 47.81162759706491
+      value: 50.69160796479768
     - type: nauc_ndcg_at_1000_max
-      value: 56.26337910947683
+      value: 52.199577971960785
     - type: nauc_ndcg_at_100_diff1
-      value: 47.119077388160676
+      value: 49.86099689038677
     - type: nauc_ndcg_at_100_max
-      value: 55.82354642959063
+      value: 52.151790872414125
     - type: nauc_ndcg_at_10_diff1
-      value: 46.784535879466496
+      value: 48.72866627696869
     - type: nauc_ndcg_at_10_max
-      value: 54.63437116703429
+      value: 50.06953156417251
     - type: nauc_ndcg_at_1_diff1
-      value: 57.446957773325956
+      value: 59.856533986276574
     - type: nauc_ndcg_at_1_max
-      value: 63.22109004948565
+      value: 58.730867813105725
     - type: nauc_ndcg_at_20_diff1
-      value: 46.756211545478905
+      value: 48.588995750275565
     - type: nauc_ndcg_at_20_max
-      value: 55.228917899613826
+      value: 50.49019072586609
     - type: nauc_ndcg_at_3_diff1
-      value: 47.66168453462149
+      value: 50.45588351336764
     - type: nauc_ndcg_at_3_max
-      value: 54.39836405112981
+      value: 48.984274202014916
     - type: nauc_ndcg_at_5_diff1
-      value: 46.97491630908418
+      value: 50.006960016438505
     - type: nauc_ndcg_at_5_max
-      value: 53.284362953526184
+      value: 48.303806275166735
     - type: nauc_precision_at_1000_diff1
-      value: -14.959536048875451
+      value: -16.164680055782775
     - type: nauc_precision_at_1000_max
-      value: 19.740731727610537
+      value: 16.124503094722208
     - type: nauc_precision_at_100_diff1
-      value: -10.329364912432421
+      value: -13.36404724754223
     - type: nauc_precision_at_100_max
-      value: 27.80165890502952
+      value: 23.29679787821716
     - type: nauc_precision_at_10_diff1
-      value: 0.7865296687777561
+      value: -3.7402851742774788
     - type: nauc_precision_at_10_max
-      value: 38.46291415400641
+      value: 32.14138887961609
     - type: nauc_precision_at_1_diff1
-      value: 57.446957773325956
+      value: 59.856533986276574
     - type: nauc_precision_at_1_max
-      value: 63.22109004948565
+      value: 58.730867813105725
     - type: nauc_precision_at_20_diff1
-      value: -2.2696079664009385
+      value: -8.971829372748005
     - type: nauc_precision_at_20_max
-      value: 35.38696590671127
+      value: 27.87664599166348
     - type: nauc_precision_at_3_diff1
-      value: 14.016444043719714
+      value: 11.427083566719917
     - type: nauc_precision_at_3_max
-      value: 46.68119169258843
+      value: 39.94075723264166
     - type: nauc_precision_at_5_diff1
-      value: 6.466134759646741
+      value: 3.5428167965724233
     - type: nauc_precision_at_5_max
-      value: 43.245171983039256
+      value: 35.65970898316591
     - type: nauc_recall_at_1000_diff1
-      value: 10.588340380461794
+      value: 42.34179228230109
     - type: nauc_recall_at_1000_max
-      value: 45.913607560926515
+      value: 69.84746848920715
     - type: nauc_recall_at_100_diff1
-      value: 28.995302681864565
+      value: 30.47165287340051
     - type: nauc_recall_at_100_max
-      value: 42.67608149089844
+      value: 47.90447689942959
     - type: nauc_recall_at_10_diff1
-      value: 38.958724392572854
+      value: 36.65046615294308
     - type: nauc_recall_at_10_max
-      value: 47.455666375173315
+      value: 41.81737771961874
     - type: nauc_recall_at_1_diff1
-      value: 55.521911317670835
+      value: 58.76698174343172
     - type: nauc_recall_at_1_max
-      value: 34.68779817675579
+      value: 32.18211527608151
     - type: nauc_recall_at_20_diff1
-      value: 36.623788206732016
+      value: 33.33461286517975
     - type: nauc_recall_at_20_max
-      value: 46.654888587980174
+      value: 40.033064434150155
     - type: nauc_recall_at_3_diff1
-      value: 43.46749373705754
+      value: 45.94521561906703
     - type: nauc_recall_at_3_max
-      value: 42.55592784672105
+      value: 37.46948921295656
     - type: nauc_recall_at_5_diff1
-      value: 40.49018957054939
+      value: 42.66425368847329
     - type: nauc_recall_at_5_max
-      value: 46.86884862874594
+      value: 40.64657773118315
     - type: ndcg_at_1
-      value: 56.342000000000006
+      value: 59.813
     - type: ndcg_at_10
-      value: 60.01800000000001
+      value: 64.208
     - type: ndcg_at_100
-      value: 65.182
+      value: 69.002
     - type: ndcg_at_1000
-      value: 66.809
+      value: 70.23700000000001
     - type: ndcg_at_20
-      value: 61.982000000000006
+      value: 66.29899999999999
     - type: ndcg_at_3
-      value: 55.688
+      value: 59.099999999999994
     - type: ndcg_at_5
-      value: 56.607
+      value: 60.763999999999996
     - type: precision_at_1
-      value: 56.342000000000006
+      value: 59.813
     - type: precision_at_10
-      value: 14.005
+      value: 14.766000000000002
     - type: precision_at_100
-      value: 1.821
+      value: 1.8870000000000002
     - type: precision_at_1000
-      value: 0.20500000000000002
+      value: 0.20600000000000002
     - type: precision_at_20
-      value: 7.684
+      value: 8.117
     - type: precision_at_3
-      value: 34.089999999999996
+      value: 35.781
     - type: precision_at_5
-      value: 24.005000000000003
+      value: 25.688
     - type: recall_at_1
-      value: 35.256
+      value: 37.597
     - type: recall_at_10
-      value: 67.583
+      value: 72.919
     - type: recall_at_100
-      value: 88.74300000000001
+      value: 91.526
     - type: recall_at_1000
-      value: 99.163
+      value: 99.421
     - type: recall_at_20
-      value: 73.87
+      value: 79.64
     - type: recall_at_3
-      value: 53.371
+      value: 56.836
     - type: recall_at_5
-      value: 59.399
+      value: 64.364
 license: apache-2.0
 ---