diff --git "a/boards_data/en/data_tasks/STS/default.jsonl" "b/boards_data/en/data_tasks/STS/default.jsonl"
--- "a/boards_data/en/data_tasks/STS/default.jsonl"
+++ "b/boards_data/en/data_tasks/STS/default.jsonl"
@@ -2,22 +2,22 @@
{"index":48,"Rank":2,"Model":"neural-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.24,"BIOSSES":87.98,"SICK-R":83.22,"STS12":79.4,"STS13":89.58,"STS14":84.86,"STS15":89.9,"STS16":86.31,"STS17 (en-en)":91.19,"STS22 (en)":70.08,"STSBenchmark":89.91}
{"index":1,"Rank":3,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":85.07,"BIOSSES":89.46,"SICK-R":81.93,"STS12":77.59,"STS13":90.36,"STS14":85.25,"STS15":89.66,"STS16":87.34,"STS17 (en-en)":92.06,"STS22 (en)":68.02,"STSBenchmark":88.99}
{"index":92,"Rank":4,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":85.05,"BIOSSES":86.07,"SICK-R":82.92,"STS12":79.47,"STS13":89.15,"STS14":84.93,"STS15":90.74,"STS16":87.82,"STS17 (en-en)":92.02,"STS22 (en)":68.36,"STSBenchmark":89.0}
-{"index":243,"Rank":5,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
-{"index":181,"Rank":6,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
+{"index":242,"Rank":5,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
+{"index":180,"Rank":6,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
{"index":125,"Rank":7,"Model":"mxbai-embed-large-v1-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
{"index":50,"Rank":8,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.99,"BIOSSES":88.38,"SICK-R":83.0,"STS12":79.22,"STS13":89.43,"STS14":84.79,"STS15":89.54,"STS16":86.69,"STS17 (en-en)":89.64,"STS22 (en)":70.26,"STSBenchmark":88.96}
{"index":54,"Rank":9,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.97,"BIOSSES":86.4,"SICK-R":84.31,"STS12":78.44,"STS13":88.27,"STS14":84.49,"STS15":90.28,"STS16":87.37,"STS17 (en-en)":92.68,"STS22 (en)":68.62,"STSBenchmark":88.81}
{"index":0,"Rank":10,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":84.93,"BIOSSES":89.42,"SICK-R":81.67,"STS12":78.02,"STS13":90.1,"STS14":85.44,"STS15":89.64,"STS16":87.24,"STS17 (en-en)":90.46,"STS22 (en)":67.99,"STSBenchmark":89.33}
-{"index":180,"Rank":11,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.9,"BIOSSES":88.06,"SICK-R":82.05,"STS12":78.77,"STS13":90.4,"STS14":85.45,"STS15":90.01,"STS16":87.42,"STS17 (en-en)":88.8,"STS22 (en)":68.8,"STSBenchmark":89.2}
-{"index":202,"Rank":12,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.82,"BIOSSES":87.28,"SICK-R":82.33,"STS12":79.7,"STS13":89.21,"STS14":86.01,"STS15":89.7,"STS16":87.68,"STS17 (en-en)":88.03,"STS22 (en)":70.16,"STSBenchmark":88.15}
+{"index":179,"Rank":11,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.9,"BIOSSES":88.06,"SICK-R":82.05,"STS12":78.77,"STS13":90.4,"STS14":85.45,"STS15":90.01,"STS16":87.42,"STS17 (en-en)":88.8,"STS22 (en)":68.8,"STSBenchmark":89.2}
+{"index":201,"Rank":12,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.82,"BIOSSES":87.28,"SICK-R":82.33,"STS12":79.7,"STS13":89.21,"STS14":86.01,"STS15":89.7,"STS16":87.68,"STS17 (en-en)":88.03,"STS22 (en)":70.16,"STSBenchmark":88.15}
{"index":147,"Rank":13,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
{"index":142,"Rank":14,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.63,"BIOSSES":85.55,"SICK-R":82.64,"STS12":79.66,"STS13":88.43,"STS14":84.54,"STS15":90.43,"STS16":87.68,"STS17 (en-en)":91.75,"STS22 (en)":66.98,"STSBenchmark":88.6}
{"index":111,"Rank":15,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.59,"BIOSSES":89.17,"SICK-R":82.8,"STS12":77.13,"STS13":89.29,"STS14":83.83,"STS15":89.7,"STS16":86.43,"STS17 (en-en)":89.66,"STS22 (en)":69.61,"STSBenchmark":88.3}
{"index":6,"Rank":16,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.58,"BIOSSES":89.12,"SICK-R":83.16,"STS12":76.15,"STS13":88.49,"STS14":86.49,"STS15":91.13,"STS16":85.68,"STS17 (en-en)":90.06,"STS22 (en)":66.32,"STSBenchmark":89.22}
-{"index":103,"Rank":17,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
-{"index":106,"Rank":18,"Model":"UAE-Large-V1-Q5_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
+{"index":106,"Rank":17,"Model":"UAE-Large-V1-Q5_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
+{"index":103,"Rank":18,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
{"index":151,"Rank":19,"Model":"UAE-Large-V1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
-{"index":185,"Rank":20,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.18,"BIOSSES":88.37,"SICK-R":82.06,"STS12":78.83,"STS13":87.99,"STS14":83.5,"STS15":89.0,"STS16":86.45,"STS17 (en-en)":89.56,"STS22 (en)":68.15,"STSBenchmark":87.89}
+{"index":184,"Rank":20,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.18,"BIOSSES":88.37,"SICK-R":82.06,"STS12":78.83,"STS13":87.99,"STS14":83.5,"STS15":89.0,"STS16":86.45,"STS17 (en-en)":89.56,"STS22 (en)":68.15,"STSBenchmark":87.89}
{"index":60,"Rank":21,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.09,"BIOSSES":85.24,"SICK-R":83.7,"STS12":78.8,"STS13":86.37,"STS14":84.04,"STS15":88.99,"STS16":87.22,"STS17 (en-en)":90.19,"STS22 (en)":67.68,"STSBenchmark":88.65}
{"index":156,"Rank":22,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.85,"BIOSSES":86.75,"SICK-R":82.33,"STS12":77.61,"STS13":87.95,"STS14":83.85,"STS15":88.47,"STS16":86.46,"STS17 (en-en)":88.7,"STS22 (en)":68.02,"STSBenchmark":88.33}
{"index":56,"Rank":23,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":83.73,"BIOSSES":82.13,"SICK-R":83.01,"STS12":78.85,"STS13":86.84,"STS14":84.04,"STS15":88.72,"STS16":86.79,"STS17 (en-en)":90.63,"STS22 (en)":67.55,"STSBenchmark":88.72}
@@ -26,8 +26,8 @@
{"index":109,"Rank":26,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"BIOSSES":87.95,"SICK-R":81.29,"STS12":76.16,"STS13":87.85,"STS14":83.39,"STS15":89.43,"STS16":85.35,"STS17 (en-en)":88.59,"STS22 (en)":67.81,"STSBenchmark":87.32}
{"index":162,"Rank":27,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
{"index":39,"Rank":28,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":83.35,"BIOSSES":86.35,"SICK-R":83.13,"STS12":77.34,"STS13":85.04,"STS14":82.91,"STS15":88.13,"STS16":86.24,"STS17 (en-en)":90.13,"STS22 (en)":68.63,"STSBenchmark":85.64}
-{"index":235,"Rank":29,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
-{"index":173,"Rank":30,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
+{"index":234,"Rank":29,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
+{"index":172,"Rank":30,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
{"index":40,"Rank":31,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
{"index":33,"Rank":32,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
{"index":135,"Rank":33,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.15,"BIOSSES":84.39,"SICK-R":81.27,"STS12":76.28,"STS13":88.18,"STS14":81.92,"STS15":89.01,"STS16":85.49,"STS17 (en-en)":90.3,"STS22 (en)":67.74,"STSBenchmark":86.88}
@@ -40,153 +40,152 @@
{"index":113,"Rank":40,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.0,"BIOSSES":87.2,"SICK-R":80.31,"STS12":75.76,"STS13":86.08,"STS14":82.28,"STS15":88.9,"STS16":85.18,"STS17 (en-en)":88.73,"STS22 (en)":68.54,"STSBenchmark":86.98}
{"index":118,"Rank":41,"Model":"NoInstruct-small-Embedding-v0-Q4_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.0,"BIOSSES":87.2,"SICK-R":80.31,"STS12":75.76,"STS13":86.08,"STS14":82.28,"STS15":88.9,"STS16":85.18,"STS17 (en-en)":88.73,"STS22 (en)":68.54,"STSBenchmark":86.98}
{"index":8,"Rank":42,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.93,"BIOSSES":84.85,"SICK-R":79.71,"STS12":77.09,"STS13":88.91,"STS14":82.08,"STS15":89.21,"STS16":84.74,"STS17 (en-en)":90.73,"STS22 (en)":62.1,"STSBenchmark":89.86}
-{"index":250,"Rank":43,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.88,"BIOSSES":87.98,"SICK-R":79.13,"STS12":75.98,"STS13":87.55,"STS14":81.99,"STS15":88.93,"STS16":83.59,"STS17 (en-en)":88.51,"STS22 (en)":69.72,"STSBenchmark":85.4}
-{"index":198,"Rank":44,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":82.84,"BIOSSES":85.59,"SICK-R":82.8,"STS12":76.22,"STS13":86.3,"STS14":82.09,"STS15":87.24,"STS16":84.77,"STS17 (en-en)":87.42,"STS22 (en)":69.85,"STSBenchmark":86.14}
-{"index":183,"Rank":45,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.79,"BIOSSES":86.71,"SICK-R":80.06,"STS12":77.75,"STS13":86.08,"STS14":82.89,"STS15":88.54,"STS16":85.76,"STS17 (en-en)":87.82,"STS22 (en)":65.46,"STSBenchmark":86.79}
+{"index":249,"Rank":43,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.88,"BIOSSES":87.98,"SICK-R":79.13,"STS12":75.98,"STS13":87.55,"STS14":81.99,"STS15":88.93,"STS16":83.59,"STS17 (en-en)":88.51,"STS22 (en)":69.72,"STSBenchmark":85.4}
+{"index":197,"Rank":44,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":82.84,"BIOSSES":85.59,"SICK-R":82.8,"STS12":76.22,"STS13":86.3,"STS14":82.09,"STS15":87.24,"STS16":84.77,"STS17 (en-en)":87.42,"STS22 (en)":69.85,"STSBenchmark":86.14}
+{"index":182,"Rank":45,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.79,"BIOSSES":86.71,"SICK-R":80.06,"STS12":77.75,"STS13":86.08,"STS14":82.89,"STS15":88.54,"STS16":85.76,"STS17 (en-en)":87.82,"STS22 (en)":65.46,"STSBenchmark":86.79}
{"index":15,"Rank":46,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
-{"index":165,"Rank":47,"Model":"gte-Qwen2-1.5B-instruct-Q6_K-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
-{"index":229,"Rank":48,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":82.63,"BIOSSES":80.43,"SICK-R":80.47,"STS12":78.85,"STS13":88.94,"STS14":84.86,"STS15":89.32,"STS16":84.67,"STS17 (en-en)":89.46,"STS22 (en)":65.33,"STSBenchmark":84.01}
-{"index":31,"Rank":49,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.62,"BIOSSES":83.5,"SICK-R":81.27,"STS12":74.37,"STS13":85.2,"STS14":80.98,"STS15":89.23,"STS16":86.32,"STS17 (en-en)":90.34,"STS22 (en)":66.42,"STSBenchmark":88.55}
-{"index":160,"Rank":50,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":164,"Rank":51,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":82.56,"BIOSSES":86.54,"SICK-R":83.23,"STS12":76.13,"STS13":83.19,"STS14":80.6,"STS15":87.16,"STS16":85.16,"STS17 (en-en)":90.88,"STS22 (en)":67.04,"STSBenchmark":85.67}
-{"index":186,"Rank":52,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.5,"BIOSSES":85.64,"SICK-R":80.74,"STS12":76.07,"STS13":86.81,"STS14":81.68,"STS15":88.75,"STS16":84.61,"STS17 (en-en)":89.75,"STS22 (en)":64.1,"STSBenchmark":86.88}
-{"index":14,"Rank":53,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":82.42,"BIOSSES":81.12,"SICK-R":79.15,"STS12":76.52,"STS13":88.63,"STS14":83.32,"STS15":87.5,"STS16":86.39,"STS17 (en-en)":87.79,"STS22 (en)":66.4,"STSBenchmark":87.35}
-{"index":169,"Rank":54,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":19,"Rank":55,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":166,"Rank":56,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":168,"Rank":57,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":114,"Rank":58,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":167,"Rank":59,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":153,"Rank":60,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":82.37,"BIOSSES":84.82,"SICK-R":80.85,"STS12":76.1,"STS13":85.49,"STS14":80.44,"STS15":87.75,"STS16":85.42,"STS17 (en-en)":89.95,"STS22 (en)":65.13,"STSBenchmark":87.71}
-{"index":234,"Rank":61,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.3,"BIOSSES":87.64,"SICK-R":78.86,"STS12":75.71,"STS13":85.73,"STS14":81.51,"STS15":88.81,"STS16":83.82,"STS17 (en-en)":87.9,"STS22 (en)":67.33,"STSBenchmark":85.73}
-{"index":134,"Rank":62,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.29,"BIOSSES":82.31,"SICK-R":80.26,"STS12":77.02,"STS13":86.58,"STS14":81.32,"STS15":88.19,"STS16":84.88,"STS17 (en-en)":89.46,"STS22 (en)":66.45,"STSBenchmark":86.43}
-{"index":236,"Rank":63,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"BIOSSES":88.17,"SICK-R":77.93,"STS12":75.12,"STS13":85.09,"STS14":81.03,"STS15":88.32,"STS16":83.91,"STS17 (en-en)":87.59,"STS22 (en)":68.0,"STSBenchmark":85.57}
-{"index":26,"Rank":64,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":23,"Rank":65,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":25,"Rank":66,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":189,"Rank":67,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":121,"Rank":68,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":24,"Rank":69,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":140,"Rank":70,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.06,"BIOSSES":84.73,"SICK-R":80.49,"STS12":75.93,"STS13":85.22,"STS14":80.54,"STS15":88.81,"STS16":85.28,"STS17 (en-en)":89.37,"STS22 (en)":62.99,"STSBenchmark":87.21}
-{"index":89,"Rank":71,"Model":"e5-large-v2-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
-{"index":141,"Rank":72,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
-{"index":187,"Rank":73,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.04,"BIOSSES":86.66,"SICK-R":79.44,"STS12":76.17,"STS13":84.15,"STS14":81.49,"STS15":88.11,"STS16":84.99,"STS17 (en-en)":87.98,"STS22 (en)":65.07,"STSBenchmark":86.31}
-{"index":17,"Rank":74,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.97,"BIOSSES":83.65,"SICK-R":79.37,"STS12":74.38,"STS13":84.71,"STS14":80.1,"STS15":87.16,"STS16":85.02,"STS17 (en-en)":90.64,"STS22 (en)":68.63,"STSBenchmark":86.04}
-{"index":196,"Rank":75,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":251,"Rank":76,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.9,"BIOSSES":85.83,"SICK-R":79.0,"STS12":73.48,"STS13":86.14,"STS14":80.36,"STS15":88.53,"STS16":84.08,"STS17 (en-en)":89.42,"STS22 (en)":66.75,"STSBenchmark":85.45}
-{"index":227,"Rank":77,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":81.83,"BIOSSES":78.93,"SICK-R":80.34,"STS12":79.11,"STS13":87.33,"STS14":83.17,"STS15":88.28,"STS16":84.36,"STS17 (en-en)":88.99,"STS22 (en)":62.39,"STSBenchmark":85.36}
-{"index":265,"Rank":78,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.73,"BIOSSES":84.68,"SICK-R":79.0,"STS12":72.84,"STS13":86.1,"STS14":81.15,"STS15":88.49,"STS16":85.08,"STS17 (en-en)":90.22,"STS22 (en)":66.14,"STSBenchmark":83.56}
-{"index":194,"Rank":79,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.7,"BIOSSES":83.3,"SICK-R":79.27,"STS12":78.3,"STS13":85.81,"STS14":81.38,"STS15":86.79,"STS16":84.56,"STS17 (en-en)":87.25,"STS22 (en)":65.24,"STSBenchmark":85.14}
-{"index":228,"Rank":80,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":81.66,"BIOSSES":73.12,"SICK-R":79.98,"STS12":79.02,"STS13":88.8,"STS14":84.33,"STS15":88.89,"STS16":85.31,"STS17 (en-en)":88.91,"STS22 (en)":64.32,"STSBenchmark":83.93}
-{"index":21,"Rank":81,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":81.59,"BIOSSES":83.75,"SICK-R":79.41,"STS12":77.44,"STS13":82.98,"STS14":81.84,"STS15":87.26,"STS16":84.93,"STS17 (en-en)":87.15,"STS22 (en)":65.3,"STSBenchmark":85.86}
-{"index":266,"Rank":82,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.58,"BIOSSES":88.72,"SICK-R":76.73,"STS12":73.09,"STS13":84.92,"STS14":79.81,"STS15":88.01,"STS16":84.41,"STS17 (en-en)":90.94,"STS22 (en)":64.96,"STSBenchmark":84.24}
-{"index":146,"Rank":83,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":107,"Rank":84,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.54,"BIOSSES":87.13,"SICK-R":76.49,"STS12":75.0,"STS13":87.91,"STS14":82.26,"STS15":87.87,"STS16":80.92,"STS17 (en-en)":87.23,"STS22 (en)":68.59,"STSBenchmark":81.95}
-{"index":152,"Rank":85,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.52,"BIOSSES":84.65,"SICK-R":79.92,"STS12":75.8,"STS13":83.62,"STS14":78.73,"STS15":86.41,"STS16":84.5,"STS17 (en-en)":89.95,"STS22 (en)":65.81,"STSBenchmark":85.79}
-{"index":252,"Rank":86,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.5,"BIOSSES":87.81,"SICK-R":77.31,"STS12":73.99,"STS13":84.23,"STS14":80.09,"STS15":88.2,"STS16":83.61,"STS17 (en-en)":87.8,"STS22 (en)":66.84,"STSBenchmark":85.13}
-{"index":18,"Rank":87,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":81.43,"BIOSSES":85.39,"SICK-R":79.78,"STS12":73.88,"STS13":85.08,"STS14":79.61,"STS15":86.15,"STS16":81.6,"STS17 (en-en)":89.11,"STS22 (en)":70.59,"STSBenchmark":83.07}
-{"index":193,"Rank":88,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.34,"BIOSSES":81.58,"SICK-R":79.24,"STS12":78.16,"STS13":86.01,"STS14":81.25,"STS15":86.51,"STS16":84.24,"STS17 (en-en)":86.44,"STS22 (en)":65.14,"STSBenchmark":84.8}
-{"index":91,"Rank":89,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":81.26,"BIOSSES":87.6,"SICK-R":77.01,"STS12":75.67,"STS13":82.4,"STS14":79.93,"STS15":85.82,"STS16":84.5,"STS17 (en-en)":88.93,"STS22 (en)":67.1,"STSBenchmark":83.6}
-{"index":184,"Rank":90,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.19,"BIOSSES":83.94,"SICK-R":78.64,"STS12":74.88,"STS13":83.64,"STS14":80.4,"STS15":88.01,"STS16":84.31,"STS17 (en-en)":88.3,"STS22 (en)":63.84,"STSBenchmark":85.93}
-{"index":226,"Rank":91,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.14,"BIOSSES":75.89,"SICK-R":80.18,"STS12":78.05,"STS13":85.85,"STS14":82.19,"STS15":87.46,"STS16":84.03,"STS17 (en-en)":89.57,"STS22 (en)":62.66,"STSBenchmark":85.52}
+{"index":228,"Rank":47,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":82.63,"BIOSSES":80.43,"SICK-R":80.47,"STS12":78.85,"STS13":88.94,"STS14":84.86,"STS15":89.32,"STS16":84.67,"STS17 (en-en)":89.46,"STS22 (en)":65.33,"STSBenchmark":84.01}
+{"index":31,"Rank":48,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.62,"BIOSSES":83.5,"SICK-R":81.27,"STS12":74.37,"STS13":85.2,"STS14":80.98,"STS15":89.23,"STS16":86.32,"STS17 (en-en)":90.34,"STS22 (en)":66.42,"STSBenchmark":88.55}
+{"index":160,"Rank":49,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":164,"Rank":50,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":82.56,"BIOSSES":86.54,"SICK-R":83.23,"STS12":76.13,"STS13":83.19,"STS14":80.6,"STS15":87.16,"STS16":85.16,"STS17 (en-en)":90.88,"STS22 (en)":67.04,"STSBenchmark":85.67}
+{"index":185,"Rank":51,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.5,"BIOSSES":85.64,"SICK-R":80.74,"STS12":76.07,"STS13":86.81,"STS14":81.68,"STS15":88.75,"STS16":84.61,"STS17 (en-en)":89.75,"STS22 (en)":64.1,"STSBenchmark":86.88}
+{"index":14,"Rank":52,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":82.42,"BIOSSES":81.12,"SICK-R":79.15,"STS12":76.52,"STS13":88.63,"STS14":83.32,"STS15":87.5,"STS16":86.39,"STS17 (en-en)":87.79,"STS22 (en)":66.4,"STSBenchmark":87.35}
+{"index":167,"Rank":53,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":19,"Rank":54,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":168,"Rank":55,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":165,"Rank":56,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":114,"Rank":57,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":166,"Rank":58,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":153,"Rank":59,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":82.37,"BIOSSES":84.82,"SICK-R":80.85,"STS12":76.1,"STS13":85.49,"STS14":80.44,"STS15":87.75,"STS16":85.42,"STS17 (en-en)":89.95,"STS22 (en)":65.13,"STSBenchmark":87.71}
+{"index":233,"Rank":60,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.3,"BIOSSES":87.64,"SICK-R":78.86,"STS12":75.71,"STS13":85.73,"STS14":81.51,"STS15":88.81,"STS16":83.82,"STS17 (en-en)":87.9,"STS22 (en)":67.33,"STSBenchmark":85.73}
+{"index":134,"Rank":61,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.29,"BIOSSES":82.31,"SICK-R":80.26,"STS12":77.02,"STS13":86.58,"STS14":81.32,"STS15":88.19,"STS16":84.88,"STS17 (en-en)":89.46,"STS22 (en)":66.45,"STSBenchmark":86.43}
+{"index":235,"Rank":62,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"BIOSSES":88.17,"SICK-R":77.93,"STS12":75.12,"STS13":85.09,"STS14":81.03,"STS15":88.32,"STS16":83.91,"STS17 (en-en)":87.59,"STS22 (en)":68.0,"STSBenchmark":85.57}
+{"index":26,"Rank":63,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":24,"Rank":64,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":25,"Rank":65,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":121,"Rank":66,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":188,"Rank":67,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":23,"Rank":68,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":140,"Rank":69,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.06,"BIOSSES":84.73,"SICK-R":80.49,"STS12":75.93,"STS13":85.22,"STS14":80.54,"STS15":88.81,"STS16":85.28,"STS17 (en-en)":89.37,"STS22 (en)":62.99,"STSBenchmark":87.21}
+{"index":89,"Rank":70,"Model":"e5-large-v2-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
+{"index":141,"Rank":71,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
+{"index":186,"Rank":72,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.04,"BIOSSES":86.66,"SICK-R":79.44,"STS12":76.17,"STS13":84.15,"STS14":81.49,"STS15":88.11,"STS16":84.99,"STS17 (en-en)":87.98,"STS22 (en)":65.07,"STSBenchmark":86.31}
+{"index":17,"Rank":73,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.97,"BIOSSES":83.65,"SICK-R":79.37,"STS12":74.38,"STS13":84.71,"STS14":80.1,"STS15":87.16,"STS16":85.02,"STS17 (en-en)":90.64,"STS22 (en)":68.63,"STSBenchmark":86.04}
+{"index":195,"Rank":74,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":250,"Rank":75,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.9,"BIOSSES":85.83,"SICK-R":79.0,"STS12":73.48,"STS13":86.14,"STS14":80.36,"STS15":88.53,"STS16":84.08,"STS17 (en-en)":89.42,"STS22 (en)":66.75,"STSBenchmark":85.45}
+{"index":226,"Rank":76,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":81.83,"BIOSSES":78.93,"SICK-R":80.34,"STS12":79.11,"STS13":87.33,"STS14":83.17,"STS15":88.28,"STS16":84.36,"STS17 (en-en)":88.99,"STS22 (en)":62.39,"STSBenchmark":85.36}
+{"index":264,"Rank":77,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.73,"BIOSSES":84.68,"SICK-R":79.0,"STS12":72.84,"STS13":86.1,"STS14":81.15,"STS15":88.49,"STS16":85.08,"STS17 (en-en)":90.22,"STS22 (en)":66.14,"STSBenchmark":83.56}
+{"index":193,"Rank":78,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.7,"BIOSSES":83.3,"SICK-R":79.27,"STS12":78.3,"STS13":85.81,"STS14":81.38,"STS15":86.79,"STS16":84.56,"STS17 (en-en)":87.25,"STS22 (en)":65.24,"STSBenchmark":85.14}
+{"index":227,"Rank":79,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":81.66,"BIOSSES":73.12,"SICK-R":79.98,"STS12":79.02,"STS13":88.8,"STS14":84.33,"STS15":88.89,"STS16":85.31,"STS17 (en-en)":88.91,"STS22 (en)":64.32,"STSBenchmark":83.93}
+{"index":21,"Rank":80,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":81.59,"BIOSSES":83.75,"SICK-R":79.41,"STS12":77.44,"STS13":82.98,"STS14":81.84,"STS15":87.26,"STS16":84.93,"STS17 (en-en)":87.15,"STS22 (en)":65.3,"STSBenchmark":85.86}
+{"index":265,"Rank":81,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.58,"BIOSSES":88.72,"SICK-R":76.73,"STS12":73.09,"STS13":84.92,"STS14":79.81,"STS15":88.01,"STS16":84.41,"STS17 (en-en)":90.94,"STS22 (en)":64.96,"STSBenchmark":84.24}
+{"index":146,"Rank":82,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":107,"Rank":83,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.54,"BIOSSES":87.13,"SICK-R":76.49,"STS12":75.0,"STS13":87.91,"STS14":82.26,"STS15":87.87,"STS16":80.92,"STS17 (en-en)":87.23,"STS22 (en)":68.59,"STSBenchmark":81.95}
+{"index":152,"Rank":84,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.52,"BIOSSES":84.65,"SICK-R":79.92,"STS12":75.8,"STS13":83.62,"STS14":78.73,"STS15":86.41,"STS16":84.5,"STS17 (en-en)":89.95,"STS22 (en)":65.81,"STSBenchmark":85.79}
+{"index":251,"Rank":85,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.5,"BIOSSES":87.81,"SICK-R":77.31,"STS12":73.99,"STS13":84.23,"STS14":80.09,"STS15":88.2,"STS16":83.61,"STS17 (en-en)":87.8,"STS22 (en)":66.84,"STSBenchmark":85.13}
+{"index":18,"Rank":86,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":81.43,"BIOSSES":85.39,"SICK-R":79.78,"STS12":73.88,"STS13":85.08,"STS14":79.61,"STS15":86.15,"STS16":81.6,"STS17 (en-en)":89.11,"STS22 (en)":70.59,"STSBenchmark":83.07}
+{"index":192,"Rank":87,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.34,"BIOSSES":81.58,"SICK-R":79.24,"STS12":78.16,"STS13":86.01,"STS14":81.25,"STS15":86.51,"STS16":84.24,"STS17 (en-en)":86.44,"STS22 (en)":65.14,"STSBenchmark":84.8}
+{"index":91,"Rank":88,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":81.26,"BIOSSES":87.6,"SICK-R":77.01,"STS12":75.67,"STS13":82.4,"STS14":79.93,"STS15":85.82,"STS16":84.5,"STS17 (en-en)":88.93,"STS22 (en)":67.1,"STSBenchmark":83.6}
+{"index":183,"Rank":89,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.19,"BIOSSES":83.94,"SICK-R":78.64,"STS12":74.88,"STS13":83.64,"STS14":80.4,"STS15":88.01,"STS16":84.31,"STS17 (en-en)":88.3,"STS22 (en)":63.84,"STSBenchmark":85.93}
+{"index":225,"Rank":90,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.14,"BIOSSES":75.89,"SICK-R":80.18,"STS12":78.05,"STS13":85.85,"STS14":82.19,"STS15":87.46,"STS16":84.03,"STS17 (en-en)":89.57,"STS22 (en)":62.66,"STSBenchmark":85.52}
+{"index":127,"Rank":91,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
{"index":139,"Rank":92,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
-{"index":127,"Rank":93,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
-{"index":264,"Rank":94,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.04,"BIOSSES":84.87,"SICK-R":79.18,"STS12":71.98,"STS13":85.52,"STS14":80.5,"STS15":87.51,"STS16":84.48,"STS17 (en-en)":88.11,"STS22 (en)":65.92,"STSBenchmark":82.34}
-{"index":263,"Rank":95,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.97,"BIOSSES":86.35,"SICK-R":80.6,"STS12":69.8,"STS13":83.27,"STS14":76.09,"STS15":86.12,"STS16":85.96,"STS17 (en-en)":90.25,"STS22 (en)":68.12,"STSBenchmark":83.17}
-{"index":158,"Rank":96,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":80.96,"BIOSSES":84.43,"SICK-R":79.2,"STS12":74.52,"STS13":83.16,"STS14":78.09,"STS15":86.91,"STS16":83.65,"STS17 (en-en)":90.16,"STS22 (en)":64.88,"STSBenchmark":84.6}
-{"index":138,"Rank":97,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":80.96,"BIOSSES":85.1,"SICK-R":79.66,"STS12":74.22,"STS13":83.31,"STS14":78.52,"STS15":88.35,"STS16":84.15,"STS17 (en-en)":87.23,"STS22 (en)":62.88,"STSBenchmark":86.18}
-{"index":30,"Rank":98,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.92,"BIOSSES":81.72,"SICK-R":79.65,"STS12":72.6,"STS13":82.88,"STS14":79.74,"STS15":86.98,"STS16":84.41,"STS17 (en-en)":89.22,"STS22 (en)":65.42,"STSBenchmark":86.58}
-{"index":143,"Rank":99,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.87,"BIOSSES":84.22,"SICK-R":78.9,"STS12":75.19,"STS13":81.8,"STS14":78.48,"STS15":87.49,"STS16":84.58,"STS17 (en-en)":87.94,"STS22 (en)":63.76,"STSBenchmark":86.36}
-{"index":191,"Rank":100,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.84,"BIOSSES":87.19,"SICK-R":74.19,"STS12":73.22,"STS13":84.77,"STS14":79.99,"STS15":87.27,"STS16":82.31,"STS17 (en-en)":89.54,"STS22 (en)":65.93,"STSBenchmark":83.96}
-{"index":192,"Rank":101,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":80.74,"BIOSSES":80.19,"SICK-R":79.09,"STS12":77.49,"STS13":85.62,"STS14":80.5,"STS15":85.84,"STS16":83.9,"STS17 (en-en)":86.27,"STS22 (en)":64.24,"STSBenchmark":84.28}
-{"index":110,"Rank":102,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.72,"BIOSSES":81.26,"SICK-R":79.09,"STS12":75.04,"STS13":83.26,"STS14":78.62,"STS15":87.03,"STS16":83.01,"STS17 (en-en)":87.36,"STS22 (en)":68.11,"STSBenchmark":84.4}
-{"index":161,"Rank":103,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
-{"index":249,"Rank":104,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"BIOSSES":82.19,"SICK-R":79.25,"STS12":73.71,"STS13":82.32,"STS14":80.07,"STS15":87.21,"STS16":82.33,"STS17 (en-en)":87.58,"STS22 (en)":66.3,"STSBenchmark":84.92}
-{"index":80,"Rank":105,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
-{"index":172,"Rank":106,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.47,"BIOSSES":80.72,"SICK-R":81.87,"STS12":70.75,"STS13":84.37,"STS14":74.51,"STS15":86.41,"STS16":84.74,"STS17 (en-en)":89.03,"STS22 (en)":65.87,"STSBenchmark":86.46}
-{"index":102,"Rank":107,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.46,"BIOSSES":86.63,"SICK-R":75.85,"STS12":72.58,"STS13":82.39,"STS14":77.98,"STS15":86.54,"STS16":83.31,"STS17 (en-en)":88.28,"STS22 (en)":66.68,"STSBenchmark":84.38}
-{"index":144,"Rank":108,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.39,"BIOSSES":79.43,"SICK-R":78.51,"STS12":76.21,"STS13":82.4,"STS14":79.0,"STS15":87.76,"STS16":83.8,"STS17 (en-en)":87.72,"STS22 (en)":63.15,"STSBenchmark":85.95}
-{"index":213,"Rank":109,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":80.28,"BIOSSES":80.43,"SICK-R":80.59,"STS12":72.63,"STS13":83.48,"STS14":78.0,"STS15":85.66,"STS16":80.03,"STS17 (en-en)":90.6,"STS22 (en)":67.95,"STSBenchmark":83.42}
-{"index":145,"Rank":110,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.26,"BIOSSES":85.06,"SICK-R":78.51,"STS12":76.7,"STS13":78.03,"STS14":76.6,"STS15":88.16,"STS16":84.28,"STS17 (en-en)":87.83,"STS22 (en)":61.83,"STSBenchmark":85.64}
-{"index":230,"Rank":111,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":80.24,"BIOSSES":66.16,"SICK-R":79.97,"STS12":80.91,"STS13":82.86,"STS14":87.36,"STS15":88.31,"STS16":81.61,"STS17 (en-en)":85.81,"STS22 (en)":62.99,"STSBenchmark":86.45}
-{"index":190,"Rank":112,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.22,"BIOSSES":85.37,"SICK-R":77.3,"STS12":77.97,"STS13":79.39,"STS14":78.17,"STS15":85.51,"STS16":84.95,"STS17 (en-en)":85.87,"STS22 (en)":64.28,"STSBenchmark":83.42}
-{"index":124,"Rank":113,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.17,"BIOSSES":75.32,"SICK-R":80.91,"STS12":76.98,"STS13":82.63,"STS14":77.84,"STS15":85.92,"STS16":80.68,"STS17 (en-en)":88.99,"STS22 (en)":68.26,"STSBenchmark":84.2}
-{"index":32,"Rank":114,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.09,"BIOSSES":84.01,"SICK-R":77.04,"STS12":73.22,"STS13":79.5,"STS14":76.96,"STS15":86.43,"STS16":84.33,"STS17 (en-en)":88.67,"STS22 (en)":65.31,"STSBenchmark":85.46}
-{"index":163,"Rank":115,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.0,"BIOSSES":80.52,"SICK-R":76.72,"STS12":73.66,"STS13":83.3,"STS14":79.17,"STS15":87.3,"STS16":83.6,"STS17 (en-en)":88.23,"STS22 (en)":63.46,"STSBenchmark":84.04}
-{"index":157,"Rank":116,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.93,"BIOSSES":83.58,"SICK-R":79.14,"STS12":75.06,"STS13":80.86,"STS14":76.13,"STS15":85.55,"STS16":81.21,"STS17 (en-en)":88.98,"STS22 (en)":66.22,"STSBenchmark":82.57}
-{"index":154,"Rank":117,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.93,"BIOSSES":84.44,"SICK-R":78.53,"STS12":74.07,"STS13":81.81,"STS14":77.05,"STS15":84.61,"STS16":83.09,"STS17 (en-en)":89.15,"STS22 (en)":62.92,"STSBenchmark":83.63}
-{"index":65,"Rank":118,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
-{"index":211,"Rank":119,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
-{"index":195,"Rank":120,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
-{"index":253,"Rank":121,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.66,"BIOSSES":70.56,"SICK-R":79.04,"STS12":78.39,"STS13":83.72,"STS14":79.19,"STS15":85.58,"STS16":82.33,"STS17 (en-en)":87.9,"STS22 (en)":63.92,"STSBenchmark":85.99}
-{"index":64,"Rank":122,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.18,"BIOSSES":85.05,"SICK-R":76.04,"STS12":69.5,"STS13":80.96,"STS14":77.08,"STS15":85.42,"STS16":82.3,"STS17 (en-en)":88.03,"STS22 (en)":64.12,"STSBenchmark":83.34}
-{"index":200,"Rank":123,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.12,"BIOSSES":68.38,"SICK-R":80.77,"STS12":75.3,"STS13":84.67,"STS14":80.19,"STS15":85.4,"STS16":80.82,"STS17 (en-en)":89.44,"STS22 (en)":61.96,"STSBenchmark":84.25}
-{"index":170,"Rank":124,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.11,"BIOSSES":83.86,"SICK-R":79.38,"STS12":73.65,"STS13":75.57,"STS14":72.1,"STS15":85.63,"STS16":82.07,"STS17 (en-en)":89.0,"STS22 (en)":66.16,"STSBenchmark":83.69}
-{"index":148,"Rank":125,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.1,"BIOSSES":82.26,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.44,"STS22 (en)":60.94,"STSBenchmark":84.01}
-{"index":171,"Rank":126,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.02,"BIOSSES":80.25,"SICK-R":79.68,"STS12":69.94,"STS13":79.63,"STS14":71.34,"STS15":82.81,"STS16":82.65,"STS17 (en-en)":88.89,"STS22 (en)":68.48,"STSBenchmark":86.5}
-{"index":212,"Rank":127,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":78.9,"BIOSSES":81.64,"SICK-R":77.58,"STS12":72.37,"STS13":80.6,"STS14":75.59,"STS15":85.39,"STS16":78.99,"STS17 (en-en)":87.59,"STS22 (en)":67.21,"STSBenchmark":82.03}
-{"index":68,"Rank":128,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.81,"BIOSSES":80.78,"SICK-R":78.24,"STS12":75.19,"STS13":79.33,"STS14":76.56,"STS15":84.7,"STS16":81.44,"STS17 (en-en)":86.61,"STS22 (en)":63.43,"STSBenchmark":81.79}
-{"index":101,"Rank":129,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.65,"BIOSSES":82.92,"SICK-R":73.62,"STS12":71.89,"STS13":79.85,"STS14":76.86,"STS15":84.77,"STS16":81.91,"STS17 (en-en)":86.82,"STS22 (en)":65.38,"STSBenchmark":82.5}
-{"index":259,"Rank":130,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.6,"BIOSSES":78.04,"SICK-R":77.48,"STS12":72.3,"STS13":81.49,"STS14":74.74,"STS15":84.28,"STS16":82.06,"STS17 (en-en)":87.08,"STS22 (en)":64.71,"STSBenchmark":83.78}
-{"index":108,"Rank":131,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.59,"BIOSSES":81.6,"SICK-R":74.18,"STS12":72.2,"STS13":80.54,"STS14":76.2,"STS15":85.2,"STS16":81.93,"STS17 (en-en)":86.61,"STS22 (en)":65.46,"STSBenchmark":81.94}
-{"index":188,"Rank":132,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.53,"BIOSSES":78.95,"SICK-R":74.39,"STS12":72.22,"STS13":81.0,"STS14":76.99,"STS15":85.21,"STS16":82.83,"STS17 (en-en)":87.78,"STS22 (en)":64.17,"STSBenchmark":81.77}
-{"index":61,"Rank":133,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.5,"BIOSSES":83.29,"SICK-R":75.55,"STS12":67.65,"STS13":83.9,"STS14":76.97,"STS15":83.8,"STS16":81.91,"STS17 (en-en)":85.58,"STS22 (en)":65.93,"STSBenchmark":80.42}
-{"index":98,"Rank":134,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
-{"index":221,"Rank":135,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.38,"BIOSSES":81.91,"SICK-R":74.29,"STS12":70.12,"STS13":82.72,"STS14":78.24,"STS15":86.26,"STS16":81.61,"STS17 (en-en)":85.18,"STS22 (en)":65.76,"STSBenchmark":77.73}
-{"index":100,"Rank":136,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.37,"BIOSSES":83.42,"SICK-R":72.39,"STS12":71.9,"STS13":80.93,"STS14":76.6,"STS15":84.92,"STS16":80.72,"STS17 (en-en)":85.61,"STS22 (en)":65.9,"STSBenchmark":81.32}
-{"index":219,"Rank":137,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":78.19,"BIOSSES":84.86,"SICK-R":73.39,"STS12":70.33,"STS13":82.19,"STS14":77.16,"STS15":86.31,"STS16":81.85,"STS17 (en-en)":83.93,"STS22 (en)":64.3,"STSBenchmark":77.6}
-{"index":79,"Rank":138,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":78.1,"BIOSSES":86.25,"SICK-R":69.63,"STS12":67.5,"STS13":79.16,"STS14":74.46,"STS15":84.47,"STS16":80.96,"STS17 (en-en)":87.78,"STS22 (en)":69.35,"STSBenchmark":81.39}
-{"index":159,"Rank":139,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.06,"BIOSSES":82.96,"SICK-R":76.33,"STS12":74.28,"STS13":78.55,"STS14":73.84,"STS15":83.71,"STS16":80.03,"STS17 (en-en)":87.49,"STS22 (en)":64.25,"STSBenchmark":79.2}
-{"index":220,"Rank":140,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.8,"BIOSSES":78.94,"SICK-R":73.63,"STS12":69.11,"STS13":81.82,"STS14":77.07,"STS15":86.01,"STS16":82.23,"STS17 (en-en)":84.9,"STS22 (en)":66.61,"STSBenchmark":77.65}
-{"index":116,"Rank":141,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":77.74,"BIOSSES":85.31,"SICK-R":69.82,"STS12":69.66,"STS13":79.67,"STS14":74.61,"STS15":83.81,"STS16":80.4,"STS17 (en-en)":87.07,"STS22 (en)":66.13,"STSBenchmark":80.9}
-{"index":97,"Rank":142,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
-{"index":218,"Rank":143,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.07,"BIOSSES":79.0,"SICK-R":71.45,"STS12":68.59,"STS13":79.09,"STS14":74.64,"STS15":84.85,"STS16":81.57,"STS17 (en-en)":85.8,"STS22 (en)":66.17,"STSBenchmark":79.58}
-{"index":267,"Rank":144,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.95,"BIOSSES":83.79,"SICK-R":68.78,"STS12":64.81,"STS13":80.1,"STS14":74.96,"STS15":83.7,"STS16":80.55,"STS17 (en-en)":85.74,"STS22 (en)":67.5,"STSBenchmark":79.54}
-{"index":78,"Rank":145,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":76.83,"BIOSSES":84.84,"SICK-R":68.2,"STS12":66.99,"STS13":77.58,"STS14":72.78,"STS15":82.62,"STS16":80.1,"STS17 (en-en)":87.25,"STS22 (en)":68.75,"STSBenchmark":79.21}
-{"index":73,"Rank":146,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":76.56,"BIOSSES":80.94,"SICK-R":69.07,"STS12":71.78,"STS13":77.7,"STS14":74.04,"STS15":83.13,"STS16":78.88,"STS17 (en-en)":85.55,"STS22 (en)":65.55,"STSBenchmark":78.93}
-{"index":197,"Rank":147,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.51,"BIOSSES":83.32,"SICK-R":70.2,"STS12":64.34,"STS13":80.03,"STS14":74.51,"STS15":83.3,"STS16":79.67,"STS17 (en-en)":86.32,"STS22 (en)":64.64,"STSBenchmark":78.81}
-{"index":222,"Rank":148,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.47,"BIOSSES":77.32,"SICK-R":72.0,"STS12":68.19,"STS13":80.4,"STS14":74.02,"STS15":82.57,"STS16":79.78,"STS17 (en-en)":85.94,"STS22 (en)":67.54,"STSBenchmark":76.97}
-{"index":57,"Rank":149,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.4,"BIOSSES":82.41,"SICK-R":71.77,"STS12":65.39,"STS13":79.26,"STS14":72.98,"STS15":82.72,"STS16":81.02,"STS17 (en-en)":86.7,"STS22 (en)":63.47,"STSBenchmark":78.32}
-{"index":99,"Rank":150,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":76.39,"BIOSSES":84.05,"SICK-R":69.26,"STS12":65.9,"STS13":77.87,"STS14":72.82,"STS15":83.49,"STS16":80.58,"STS17 (en-en)":84.49,"STS22 (en)":66.28,"STSBenchmark":79.18}
-{"index":66,"Rank":151,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":75.9,"BIOSSES":71.78,"SICK-R":77.34,"STS12":70.15,"STS13":78.42,"STS14":74.76,"STS15":82.0,"STS16":78.27,"STS17 (en-en)":85.85,"STS22 (en)":61.2,"STSBenchmark":79.21}
-{"index":59,"Rank":152,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.86,"BIOSSES":84.67,"SICK-R":72.16,"STS12":61.6,"STS13":79.71,"STS14":72.11,"STS15":82.18,"STS16":79.41,"STS17 (en-en)":85.44,"STS22 (en)":63.9,"STSBenchmark":77.44}
-{"index":75,"Rank":153,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":75.74,"BIOSSES":83.02,"SICK-R":67.23,"STS12":66.59,"STS13":77.33,"STS14":71.83,"STS15":80.66,"STS16":78.91,"STS17 (en-en)":86.99,"STS22 (en)":67.3,"STSBenchmark":77.59}
-{"index":217,"Rank":154,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.6,"BIOSSES":78.34,"SICK-R":75.25,"STS12":72.96,"STS13":70.58,"STS14":70.29,"STS15":81.94,"STS16":76.8,"STS17 (en-en)":86.19,"STS22 (en)":62.88,"STSBenchmark":80.75}
-{"index":95,"Rank":155,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
-{"index":241,"Rank":156,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.39,"BIOSSES":78.19,"SICK-R":74.43,"STS12":72.58,"STS13":72.22,"STS14":69.98,"STS15":82.22,"STS16":76.91,"STS17 (en-en)":85.22,"STS22 (en)":61.9,"STSBenchmark":80.28}
-{"index":74,"Rank":157,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":75.37,"BIOSSES":76.49,"SICK-R":71.7,"STS12":69.73,"STS13":76.43,"STS14":73.66,"STS15":82.62,"STS16":79.49,"STS17 (en-en)":84.38,"STS22 (en)":60.61,"STSBenchmark":78.61}
-{"index":242,"Rank":158,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.35,"BIOSSES":79.14,"SICK-R":76.43,"STS12":74.25,"STS13":71.82,"STS14":71.38,"STS15":82.47,"STS16":77.54,"STS17 (en-en)":86.38,"STS22 (en)":52.85,"STSBenchmark":81.24}
-{"index":55,"Rank":159,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
-{"index":96,"Rank":160,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
-{"index":77,"Rank":161,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":74.71,"BIOSSES":70.93,"SICK-R":74.57,"STS12":69.17,"STS13":77.23,"STS14":70.99,"STS15":79.74,"STS16":77.93,"STS17 (en-en)":87.33,"STS22 (en)":59.64,"STSBenchmark":79.54}
-{"index":201,"Rank":162,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.33,"BIOSSES":72.31,"SICK-R":72.24,"STS12":66.05,"STS13":81.49,"STS14":73.61,"STS15":79.72,"STS16":78.12,"STS17 (en-en)":83.58,"STS22 (en)":59.65,"STSBenchmark":76.52}
-{"index":126,"Rank":163,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":74.23,"BIOSSES":79.76,"SICK-R":70.04,"STS12":64.38,"STS13":76.41,"STS14":69.33,"STS15":80.18,"STS16":79.57,"STS17 (en-en)":81.18,"STS22 (en)":65.51,"STSBenchmark":75.98}
-{"index":240,"Rank":164,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.05,"BIOSSES":69.36,"SICK-R":76.84,"STS12":72.49,"STS13":73.65,"STS14":71.88,"STS15":82.9,"STS16":79.83,"STS17 (en-en)":85.19,"STS22 (en)":48.44,"STSBenchmark":79.93}
-{"index":41,"Rank":165,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":73.7,"BIOSSES":70.87,"SICK-R":70.47,"STS12":64.0,"STS13":78.2,"STS14":70.78,"STS15":80.03,"STS16":78.8,"STS17 (en-en)":83.88,"STS22 (en)":64.39,"STSBenchmark":75.57}
-{"index":76,"Rank":166,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.41,"BIOSSES":75.21,"SICK-R":65.93,"STS12":66.53,"STS13":76.17,"STS14":69.05,"STS15":79.24,"STS16":76.07,"STS17 (en-en)":84.95,"STS22 (en)":65.66,"STSBenchmark":75.34}
-{"index":67,"Rank":167,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":72.43,"BIOSSES":77.59,"SICK-R":74.68,"STS12":54.35,"STS13":74.24,"STS14":69.99,"STS15":75.74,"STS16":73.65,"STS17 (en-en)":84.81,"STS22 (en)":62.56,"STSBenchmark":76.72}
-{"index":239,"Rank":168,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.04,"BIOSSES":63.38,"SICK-R":69.79,"STS12":67.06,"STS13":71.54,"STS14":70.59,"STS15":80.27,"STS16":75.76,"STS17 (en-en)":84.94,"STS22 (en)":60.0,"STSBenchmark":77.08}
-{"index":63,"Rank":169,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":71.61,"BIOSSES":75.12,"SICK-R":69.34,"STS12":60.09,"STS13":72.52,"STS14":66.7,"STS15":77.69,"STS16":75.94,"STS17 (en-en)":81.67,"STS22 (en)":63.7,"STSBenchmark":73.36}
-{"index":119,"Rank":170,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":70.81,"BIOSSES":73.97,"SICK-R":68.99,"STS12":58.5,"STS13":74.03,"STS14":66.18,"STS15":75.55,"STS16":73.71,"STS17 (en-en)":80.14,"STS22 (en)":65.65,"STSBenchmark":71.4}
-{"index":210,"Rank":171,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":70.8,"BIOSSES":78.7,"SICK-R":69.99,"STS12":65.08,"STS13":67.98,"STS14":64.03,"STS15":76.59,"STS16":72.98,"STS17 (en-en)":79.45,"STS22 (en)":60.97,"STSBenchmark":72.25}
-{"index":128,"Rank":172,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
-{"index":238,"Rank":173,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":11,"Rank":174,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
-{"index":216,"Rank":175,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":62.46,"BIOSSES":50.25,"SICK-R":55.49,"STS12":53.51,"STS13":70.8,"STS14":63.56,"STS15":74.08,"STS16":64.6,"STS17 (en-en)":76.91,"STS22 (en)":53.89,"STSBenchmark":61.55}
-{"index":215,"Rank":176,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":61.85,"BIOSSES":44.93,"SICK-R":55.43,"STS12":54.64,"STS13":69.16,"STS14":60.81,"STS15":72.31,"STS16":65.34,"STS17 (en-en)":77.95,"STS22 (en)":56.35,"STSBenchmark":61.54}
-{"index":214,"Rank":177,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.02,"BIOSSES":64.95,"SICK-R":56.39,"STS12":62.49,"STS13":58.7,"STS14":54.87,"STS15":62.54,"STS16":64.27,"STS17 (en-en)":69.63,"STS22 (en)":55.06,"STSBenchmark":61.26}
-{"index":115,"Rank":178,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.36,"BIOSSES":54.7,"SICK-R":58.65,"STS12":30.87,"STS13":59.89,"STS14":47.73,"STS15":60.29,"STS16":63.73,"STS17 (en-en)":64.1,"STS22 (en)":56.37,"STSBenchmark":47.29}
-{"index":237,"Rank":179,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.1,"BIOSSES":21.34,"SICK-R":48.55,"STS12":55.59,"STS13":18.36,"STS14":28.84,"STS15":29.19,"STS16":39.05,"STS17 (en-en)":61.22,"STS22 (en)":44.45,"STSBenchmark":44.39}
-{"index":2,"Rank":180,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":84.17,"SICK-R":73.05,"STS12":66.59,"STS13":83.24,"STS14":73.71,"STS15":82.4,"STS16":"","STS17 (en-en)":80.9,"STS22 (en)":"","STSBenchmark":74.85}
-{"index":35,"Rank":193,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.98}
-{"index":90,"Rank":219,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":61.83}
-{"index":93,"Rank":220,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":67.85,"SICK-R":57.32,"STS12":42.8,"STS13":58.77,"STS14":53.36,"STS15":69.23,"STS16":58.81,"STS17 (en-en)":68.6,"STS22 (en)":"","STSBenchmark":52.67}
-{"index":94,"Rank":221,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":79.98,"STS12":77.64,"STS13":81.23,"STS14":77.94,"STS15":86.87,"STS16":83.31,"STS17 (en-en)":87.35,"STS22 (en)":60.99,"STSBenchmark":""}
-{"index":117,"Rank":224,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":"","BIOSSES":83.38,"SICK-R":79.71,"STS12":78.73,"STS13":79.6,"STS14":79.0,"STS15":87.81,"STS16":85.4,"STS17 (en-en)":87.13,"STS22 (en)":"","STSBenchmark":84.85}
-{"index":224,"Rank":251,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","BIOSSES":74.18,"SICK-R":79.61,"STS12":76.02,"STS13":80.7,"STS14":78.85,"STS15":85.84,"STS16":81.05,"STS17 (en-en)":86.87,"STS22 (en)":"","STSBenchmark":84.42}
-{"index":225,"Rank":252,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":76.27,"SICK-R":79.62,"STS12":77.9,"STS13":85.11,"STS14":80.81,"STS15":87.48,"STS16":83.2,"STS17 (en-en)":86.99,"STS22 (en)":"","STSBenchmark":86.82}
-{"index":244,"Rank":256,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":84.75,"SICK-R":80.74,"STS12":75.42,"STS13":85.48,"STS14":78.85,"STS15":85.23,"STS16":82.16,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":82.69}
-{"index":245,"Rank":257,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":0.74,"SICK-R":0.81,"STS12":0.74,"STS13":0.83,"STS14":0.75,"STS15":0.82,"STS16":0.81,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.8}
-{"index":260,"Rank":266,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
-{"index":261,"Rank":267,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
-{"index":262,"Rank":268,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}
+{"index":263,"Rank":93,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.04,"BIOSSES":84.87,"SICK-R":79.18,"STS12":71.98,"STS13":85.52,"STS14":80.5,"STS15":87.51,"STS16":84.48,"STS17 (en-en)":88.11,"STS22 (en)":65.92,"STSBenchmark":82.34}
+{"index":262,"Rank":94,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.97,"BIOSSES":86.35,"SICK-R":80.6,"STS12":69.8,"STS13":83.27,"STS14":76.09,"STS15":86.12,"STS16":85.96,"STS17 (en-en)":90.25,"STS22 (en)":68.12,"STSBenchmark":83.17}
+{"index":158,"Rank":95,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":80.96,"BIOSSES":84.43,"SICK-R":79.2,"STS12":74.52,"STS13":83.16,"STS14":78.09,"STS15":86.91,"STS16":83.65,"STS17 (en-en)":90.16,"STS22 (en)":64.88,"STSBenchmark":84.6}
+{"index":138,"Rank":96,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":80.96,"BIOSSES":85.1,"SICK-R":79.66,"STS12":74.22,"STS13":83.31,"STS14":78.52,"STS15":88.35,"STS16":84.15,"STS17 (en-en)":87.23,"STS22 (en)":62.88,"STSBenchmark":86.18}
+{"index":30,"Rank":97,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.92,"BIOSSES":81.72,"SICK-R":79.65,"STS12":72.6,"STS13":82.88,"STS14":79.74,"STS15":86.98,"STS16":84.41,"STS17 (en-en)":89.22,"STS22 (en)":65.42,"STSBenchmark":86.58}
+{"index":143,"Rank":98,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.87,"BIOSSES":84.22,"SICK-R":78.9,"STS12":75.19,"STS13":81.8,"STS14":78.48,"STS15":87.49,"STS16":84.58,"STS17 (en-en)":87.94,"STS22 (en)":63.76,"STSBenchmark":86.36}
+{"index":190,"Rank":99,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.84,"BIOSSES":87.19,"SICK-R":74.19,"STS12":73.22,"STS13":84.77,"STS14":79.99,"STS15":87.27,"STS16":82.31,"STS17 (en-en)":89.54,"STS22 (en)":65.93,"STSBenchmark":83.96}
+{"index":191,"Rank":100,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":80.74,"BIOSSES":80.19,"SICK-R":79.09,"STS12":77.49,"STS13":85.62,"STS14":80.5,"STS15":85.84,"STS16":83.9,"STS17 (en-en)":86.27,"STS22 (en)":64.24,"STSBenchmark":84.28}
+{"index":110,"Rank":101,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.72,"BIOSSES":81.26,"SICK-R":79.09,"STS12":75.04,"STS13":83.26,"STS14":78.62,"STS15":87.03,"STS16":83.01,"STS17 (en-en)":87.36,"STS22 (en)":68.11,"STSBenchmark":84.4}
+{"index":161,"Rank":102,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
+{"index":248,"Rank":103,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"BIOSSES":82.19,"SICK-R":79.25,"STS12":73.71,"STS13":82.32,"STS14":80.07,"STS15":87.21,"STS16":82.33,"STS17 (en-en)":87.58,"STS22 (en)":66.3,"STSBenchmark":84.92}
+{"index":80,"Rank":104,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
+{"index":171,"Rank":105,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.47,"BIOSSES":80.72,"SICK-R":81.87,"STS12":70.75,"STS13":84.37,"STS14":74.51,"STS15":86.41,"STS16":84.74,"STS17 (en-en)":89.03,"STS22 (en)":65.87,"STSBenchmark":86.46}
+{"index":102,"Rank":106,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.46,"BIOSSES":86.63,"SICK-R":75.85,"STS12":72.58,"STS13":82.39,"STS14":77.98,"STS15":86.54,"STS16":83.31,"STS17 (en-en)":88.28,"STS22 (en)":66.68,"STSBenchmark":84.38}
+{"index":144,"Rank":107,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.39,"BIOSSES":79.43,"SICK-R":78.51,"STS12":76.21,"STS13":82.4,"STS14":79.0,"STS15":87.76,"STS16":83.8,"STS17 (en-en)":87.72,"STS22 (en)":63.15,"STSBenchmark":85.95}
+{"index":212,"Rank":108,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":80.28,"BIOSSES":80.43,"SICK-R":80.59,"STS12":72.63,"STS13":83.48,"STS14":78.0,"STS15":85.66,"STS16":80.03,"STS17 (en-en)":90.6,"STS22 (en)":67.95,"STSBenchmark":83.42}
+{"index":145,"Rank":109,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.26,"BIOSSES":85.06,"SICK-R":78.51,"STS12":76.7,"STS13":78.03,"STS14":76.6,"STS15":88.16,"STS16":84.28,"STS17 (en-en)":87.83,"STS22 (en)":61.83,"STSBenchmark":85.64}
+{"index":229,"Rank":110,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":80.24,"BIOSSES":66.16,"SICK-R":79.97,"STS12":80.91,"STS13":82.86,"STS14":87.36,"STS15":88.31,"STS16":81.61,"STS17 (en-en)":85.81,"STS22 (en)":62.99,"STSBenchmark":86.45}
+{"index":189,"Rank":111,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.22,"BIOSSES":85.37,"SICK-R":77.3,"STS12":77.97,"STS13":79.39,"STS14":78.17,"STS15":85.51,"STS16":84.95,"STS17 (en-en)":85.87,"STS22 (en)":64.28,"STSBenchmark":83.42}
+{"index":124,"Rank":112,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.17,"BIOSSES":75.32,"SICK-R":80.91,"STS12":76.98,"STS13":82.63,"STS14":77.84,"STS15":85.92,"STS16":80.68,"STS17 (en-en)":88.99,"STS22 (en)":68.26,"STSBenchmark":84.2}
+{"index":32,"Rank":113,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.09,"BIOSSES":84.01,"SICK-R":77.04,"STS12":73.22,"STS13":79.5,"STS14":76.96,"STS15":86.43,"STS16":84.33,"STS17 (en-en)":88.67,"STS22 (en)":65.31,"STSBenchmark":85.46}
+{"index":163,"Rank":114,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.0,"BIOSSES":80.52,"SICK-R":76.72,"STS12":73.66,"STS13":83.3,"STS14":79.17,"STS15":87.3,"STS16":83.6,"STS17 (en-en)":88.23,"STS22 (en)":63.46,"STSBenchmark":84.04}
+{"index":157,"Rank":115,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.93,"BIOSSES":83.58,"SICK-R":79.14,"STS12":75.06,"STS13":80.86,"STS14":76.13,"STS15":85.55,"STS16":81.21,"STS17 (en-en)":88.98,"STS22 (en)":66.22,"STSBenchmark":82.57}
+{"index":154,"Rank":116,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.93,"BIOSSES":84.44,"SICK-R":78.53,"STS12":74.07,"STS13":81.81,"STS14":77.05,"STS15":84.61,"STS16":83.09,"STS17 (en-en)":89.15,"STS22 (en)":62.92,"STSBenchmark":83.63}
+{"index":65,"Rank":117,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
+{"index":210,"Rank":118,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
+{"index":194,"Rank":119,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
+{"index":252,"Rank":120,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.66,"BIOSSES":70.56,"SICK-R":79.04,"STS12":78.39,"STS13":83.72,"STS14":79.19,"STS15":85.58,"STS16":82.33,"STS17 (en-en)":87.9,"STS22 (en)":63.92,"STSBenchmark":85.99}
+{"index":64,"Rank":121,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.18,"BIOSSES":85.05,"SICK-R":76.04,"STS12":69.5,"STS13":80.96,"STS14":77.08,"STS15":85.42,"STS16":82.3,"STS17 (en-en)":88.03,"STS22 (en)":64.12,"STSBenchmark":83.34}
+{"index":199,"Rank":122,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.12,"BIOSSES":68.38,"SICK-R":80.77,"STS12":75.3,"STS13":84.67,"STS14":80.19,"STS15":85.4,"STS16":80.82,"STS17 (en-en)":89.44,"STS22 (en)":61.96,"STSBenchmark":84.25}
+{"index":169,"Rank":123,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.11,"BIOSSES":83.86,"SICK-R":79.38,"STS12":73.65,"STS13":75.57,"STS14":72.1,"STS15":85.63,"STS16":82.07,"STS17 (en-en)":89.0,"STS22 (en)":66.16,"STSBenchmark":83.69}
+{"index":148,"Rank":124,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.1,"BIOSSES":82.26,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.44,"STS22 (en)":60.94,"STSBenchmark":84.01}
+{"index":170,"Rank":125,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.02,"BIOSSES":80.25,"SICK-R":79.68,"STS12":69.94,"STS13":79.63,"STS14":71.34,"STS15":82.81,"STS16":82.65,"STS17 (en-en)":88.89,"STS22 (en)":68.48,"STSBenchmark":86.5}
+{"index":211,"Rank":126,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":78.9,"BIOSSES":81.64,"SICK-R":77.58,"STS12":72.37,"STS13":80.6,"STS14":75.59,"STS15":85.39,"STS16":78.99,"STS17 (en-en)":87.59,"STS22 (en)":67.21,"STSBenchmark":82.03}
+{"index":68,"Rank":127,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.81,"BIOSSES":80.78,"SICK-R":78.24,"STS12":75.19,"STS13":79.33,"STS14":76.56,"STS15":84.7,"STS16":81.44,"STS17 (en-en)":86.61,"STS22 (en)":63.43,"STSBenchmark":81.79}
+{"index":101,"Rank":128,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.65,"BIOSSES":82.92,"SICK-R":73.62,"STS12":71.89,"STS13":79.85,"STS14":76.86,"STS15":84.77,"STS16":81.91,"STS17 (en-en)":86.82,"STS22 (en)":65.38,"STSBenchmark":82.5}
+{"index":258,"Rank":129,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.6,"BIOSSES":78.04,"SICK-R":77.48,"STS12":72.3,"STS13":81.49,"STS14":74.74,"STS15":84.28,"STS16":82.06,"STS17 (en-en)":87.08,"STS22 (en)":64.71,"STSBenchmark":83.78}
+{"index":108,"Rank":130,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.59,"BIOSSES":81.6,"SICK-R":74.18,"STS12":72.2,"STS13":80.54,"STS14":76.2,"STS15":85.2,"STS16":81.93,"STS17 (en-en)":86.61,"STS22 (en)":65.46,"STSBenchmark":81.94}
+{"index":187,"Rank":131,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.53,"BIOSSES":78.95,"SICK-R":74.39,"STS12":72.22,"STS13":81.0,"STS14":76.99,"STS15":85.21,"STS16":82.83,"STS17 (en-en)":87.78,"STS22 (en)":64.17,"STSBenchmark":81.77}
+{"index":61,"Rank":132,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.5,"BIOSSES":83.29,"SICK-R":75.55,"STS12":67.65,"STS13":83.9,"STS14":76.97,"STS15":83.8,"STS16":81.91,"STS17 (en-en)":85.58,"STS22 (en)":65.93,"STSBenchmark":80.42}
+{"index":98,"Rank":133,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
+{"index":220,"Rank":134,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.38,"BIOSSES":81.91,"SICK-R":74.29,"STS12":70.12,"STS13":82.72,"STS14":78.24,"STS15":86.26,"STS16":81.61,"STS17 (en-en)":85.18,"STS22 (en)":65.76,"STSBenchmark":77.73}
+{"index":100,"Rank":135,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.37,"BIOSSES":83.42,"SICK-R":72.39,"STS12":71.9,"STS13":80.93,"STS14":76.6,"STS15":84.92,"STS16":80.72,"STS17 (en-en)":85.61,"STS22 (en)":65.9,"STSBenchmark":81.32}
+{"index":218,"Rank":136,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":78.19,"BIOSSES":84.86,"SICK-R":73.39,"STS12":70.33,"STS13":82.19,"STS14":77.16,"STS15":86.31,"STS16":81.85,"STS17 (en-en)":83.93,"STS22 (en)":64.3,"STSBenchmark":77.6}
+{"index":79,"Rank":137,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":78.1,"BIOSSES":86.25,"SICK-R":69.63,"STS12":67.5,"STS13":79.16,"STS14":74.46,"STS15":84.47,"STS16":80.96,"STS17 (en-en)":87.78,"STS22 (en)":69.35,"STSBenchmark":81.39}
+{"index":159,"Rank":138,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.06,"BIOSSES":82.96,"SICK-R":76.33,"STS12":74.28,"STS13":78.55,"STS14":73.84,"STS15":83.71,"STS16":80.03,"STS17 (en-en)":87.49,"STS22 (en)":64.25,"STSBenchmark":79.2}
+{"index":219,"Rank":139,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.8,"BIOSSES":78.94,"SICK-R":73.63,"STS12":69.11,"STS13":81.82,"STS14":77.07,"STS15":86.01,"STS16":82.23,"STS17 (en-en)":84.9,"STS22 (en)":66.61,"STSBenchmark":77.65}
+{"index":116,"Rank":140,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":77.74,"BIOSSES":85.31,"SICK-R":69.82,"STS12":69.66,"STS13":79.67,"STS14":74.61,"STS15":83.81,"STS16":80.4,"STS17 (en-en)":87.07,"STS22 (en)":66.13,"STSBenchmark":80.9}
+{"index":97,"Rank":141,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
+{"index":217,"Rank":142,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.07,"BIOSSES":79.0,"SICK-R":71.45,"STS12":68.59,"STS13":79.09,"STS14":74.64,"STS15":84.85,"STS16":81.57,"STS17 (en-en)":85.8,"STS22 (en)":66.17,"STSBenchmark":79.58}
+{"index":266,"Rank":143,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.95,"BIOSSES":83.79,"SICK-R":68.78,"STS12":64.81,"STS13":80.1,"STS14":74.96,"STS15":83.7,"STS16":80.55,"STS17 (en-en)":85.74,"STS22 (en)":67.5,"STSBenchmark":79.54}
+{"index":78,"Rank":144,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":76.83,"BIOSSES":84.84,"SICK-R":68.2,"STS12":66.99,"STS13":77.58,"STS14":72.78,"STS15":82.62,"STS16":80.1,"STS17 (en-en)":87.25,"STS22 (en)":68.75,"STSBenchmark":79.21}
+{"index":73,"Rank":145,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":76.56,"BIOSSES":80.94,"SICK-R":69.07,"STS12":71.78,"STS13":77.7,"STS14":74.04,"STS15":83.13,"STS16":78.88,"STS17 (en-en)":85.55,"STS22 (en)":65.55,"STSBenchmark":78.93}
+{"index":196,"Rank":146,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.51,"BIOSSES":83.32,"SICK-R":70.2,"STS12":64.34,"STS13":80.03,"STS14":74.51,"STS15":83.3,"STS16":79.67,"STS17 (en-en)":86.32,"STS22 (en)":64.64,"STSBenchmark":78.81}
+{"index":221,"Rank":147,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.47,"BIOSSES":77.32,"SICK-R":72.0,"STS12":68.19,"STS13":80.4,"STS14":74.02,"STS15":82.57,"STS16":79.78,"STS17 (en-en)":85.94,"STS22 (en)":67.54,"STSBenchmark":76.97}
+{"index":57,"Rank":148,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.4,"BIOSSES":82.41,"SICK-R":71.77,"STS12":65.39,"STS13":79.26,"STS14":72.98,"STS15":82.72,"STS16":81.02,"STS17 (en-en)":86.7,"STS22 (en)":63.47,"STSBenchmark":78.32}
+{"index":99,"Rank":149,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":76.39,"BIOSSES":84.05,"SICK-R":69.26,"STS12":65.9,"STS13":77.87,"STS14":72.82,"STS15":83.49,"STS16":80.58,"STS17 (en-en)":84.49,"STS22 (en)":66.28,"STSBenchmark":79.18}
+{"index":66,"Rank":150,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":75.9,"BIOSSES":71.78,"SICK-R":77.34,"STS12":70.15,"STS13":78.42,"STS14":74.76,"STS15":82.0,"STS16":78.27,"STS17 (en-en)":85.85,"STS22 (en)":61.2,"STSBenchmark":79.21}
+{"index":59,"Rank":151,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.86,"BIOSSES":84.67,"SICK-R":72.16,"STS12":61.6,"STS13":79.71,"STS14":72.11,"STS15":82.18,"STS16":79.41,"STS17 (en-en)":85.44,"STS22 (en)":63.9,"STSBenchmark":77.44}
+{"index":75,"Rank":152,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":75.74,"BIOSSES":83.02,"SICK-R":67.23,"STS12":66.59,"STS13":77.33,"STS14":71.83,"STS15":80.66,"STS16":78.91,"STS17 (en-en)":86.99,"STS22 (en)":67.3,"STSBenchmark":77.59}
+{"index":216,"Rank":153,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.6,"BIOSSES":78.34,"SICK-R":75.25,"STS12":72.96,"STS13":70.58,"STS14":70.29,"STS15":81.94,"STS16":76.8,"STS17 (en-en)":86.19,"STS22 (en)":62.88,"STSBenchmark":80.75}
+{"index":95,"Rank":154,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
+{"index":240,"Rank":155,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.39,"BIOSSES":78.19,"SICK-R":74.43,"STS12":72.58,"STS13":72.22,"STS14":69.98,"STS15":82.22,"STS16":76.91,"STS17 (en-en)":85.22,"STS22 (en)":61.9,"STSBenchmark":80.28}
+{"index":74,"Rank":156,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":75.37,"BIOSSES":76.49,"SICK-R":71.7,"STS12":69.73,"STS13":76.43,"STS14":73.66,"STS15":82.62,"STS16":79.49,"STS17 (en-en)":84.38,"STS22 (en)":60.61,"STSBenchmark":78.61}
+{"index":241,"Rank":157,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.35,"BIOSSES":79.14,"SICK-R":76.43,"STS12":74.25,"STS13":71.82,"STS14":71.38,"STS15":82.47,"STS16":77.54,"STS17 (en-en)":86.38,"STS22 (en)":52.85,"STSBenchmark":81.24}
+{"index":55,"Rank":158,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
+{"index":96,"Rank":159,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
+{"index":77,"Rank":160,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":74.71,"BIOSSES":70.93,"SICK-R":74.57,"STS12":69.17,"STS13":77.23,"STS14":70.99,"STS15":79.74,"STS16":77.93,"STS17 (en-en)":87.33,"STS22 (en)":59.64,"STSBenchmark":79.54}
+{"index":200,"Rank":161,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.33,"BIOSSES":72.31,"SICK-R":72.24,"STS12":66.05,"STS13":81.49,"STS14":73.61,"STS15":79.72,"STS16":78.12,"STS17 (en-en)":83.58,"STS22 (en)":59.65,"STSBenchmark":76.52}
+{"index":126,"Rank":162,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":74.23,"BIOSSES":79.76,"SICK-R":70.04,"STS12":64.38,"STS13":76.41,"STS14":69.33,"STS15":80.18,"STS16":79.57,"STS17 (en-en)":81.18,"STS22 (en)":65.51,"STSBenchmark":75.98}
+{"index":239,"Rank":163,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.05,"BIOSSES":69.36,"SICK-R":76.84,"STS12":72.49,"STS13":73.65,"STS14":71.88,"STS15":82.9,"STS16":79.83,"STS17 (en-en)":85.19,"STS22 (en)":48.44,"STSBenchmark":79.93}
+{"index":41,"Rank":164,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":73.7,"BIOSSES":70.87,"SICK-R":70.47,"STS12":64.0,"STS13":78.2,"STS14":70.78,"STS15":80.03,"STS16":78.8,"STS17 (en-en)":83.88,"STS22 (en)":64.39,"STSBenchmark":75.57}
+{"index":76,"Rank":165,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.41,"BIOSSES":75.21,"SICK-R":65.93,"STS12":66.53,"STS13":76.17,"STS14":69.05,"STS15":79.24,"STS16":76.07,"STS17 (en-en)":84.95,"STS22 (en)":65.66,"STSBenchmark":75.34}
+{"index":67,"Rank":166,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":72.43,"BIOSSES":77.59,"SICK-R":74.68,"STS12":54.35,"STS13":74.24,"STS14":69.99,"STS15":75.74,"STS16":73.65,"STS17 (en-en)":84.81,"STS22 (en)":62.56,"STSBenchmark":76.72}
+{"index":238,"Rank":167,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.04,"BIOSSES":63.38,"SICK-R":69.79,"STS12":67.06,"STS13":71.54,"STS14":70.59,"STS15":80.27,"STS16":75.76,"STS17 (en-en)":84.94,"STS22 (en)":60.0,"STSBenchmark":77.08}
+{"index":63,"Rank":168,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":71.61,"BIOSSES":75.12,"SICK-R":69.34,"STS12":60.09,"STS13":72.52,"STS14":66.7,"STS15":77.69,"STS16":75.94,"STS17 (en-en)":81.67,"STS22 (en)":63.7,"STSBenchmark":73.36}
+{"index":119,"Rank":169,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":70.81,"BIOSSES":73.97,"SICK-R":68.99,"STS12":58.5,"STS13":74.03,"STS14":66.18,"STS15":75.55,"STS16":73.71,"STS17 (en-en)":80.14,"STS22 (en)":65.65,"STSBenchmark":71.4}
+{"index":209,"Rank":170,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":70.8,"BIOSSES":78.7,"SICK-R":69.99,"STS12":65.08,"STS13":67.98,"STS14":64.03,"STS15":76.59,"STS16":72.98,"STS17 (en-en)":79.45,"STS22 (en)":60.97,"STSBenchmark":72.25}
+{"index":128,"Rank":171,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
+{"index":237,"Rank":172,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":11,"Rank":173,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
+{"index":215,"Rank":174,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":62.46,"BIOSSES":50.25,"SICK-R":55.49,"STS12":53.51,"STS13":70.8,"STS14":63.56,"STS15":74.08,"STS16":64.6,"STS17 (en-en)":76.91,"STS22 (en)":53.89,"STSBenchmark":61.55}
+{"index":214,"Rank":175,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":61.85,"BIOSSES":44.93,"SICK-R":55.43,"STS12":54.64,"STS13":69.16,"STS14":60.81,"STS15":72.31,"STS16":65.34,"STS17 (en-en)":77.95,"STS22 (en)":56.35,"STSBenchmark":61.54}
+{"index":213,"Rank":176,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.02,"BIOSSES":64.95,"SICK-R":56.39,"STS12":62.49,"STS13":58.7,"STS14":54.87,"STS15":62.54,"STS16":64.27,"STS17 (en-en)":69.63,"STS22 (en)":55.06,"STSBenchmark":61.26}
+{"index":115,"Rank":177,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.36,"BIOSSES":54.7,"SICK-R":58.65,"STS12":30.87,"STS13":59.89,"STS14":47.73,"STS15":60.29,"STS16":63.73,"STS17 (en-en)":64.1,"STS22 (en)":56.37,"STSBenchmark":47.29}
+{"index":236,"Rank":178,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.1,"BIOSSES":21.34,"SICK-R":48.55,"STS12":55.59,"STS13":18.36,"STS14":28.84,"STS15":29.19,"STS16":39.05,"STS17 (en-en)":61.22,"STS22 (en)":44.45,"STSBenchmark":44.39}
+{"index":2,"Rank":179,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":84.17,"SICK-R":73.05,"STS12":66.59,"STS13":83.24,"STS14":73.71,"STS15":82.4,"STS16":"","STS17 (en-en)":80.9,"STS22 (en)":"","STSBenchmark":74.85}
+{"index":35,"Rank":192,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.98}
+{"index":90,"Rank":218,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":61.83}
+{"index":93,"Rank":219,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":67.85,"SICK-R":57.32,"STS12":42.8,"STS13":58.77,"STS14":53.36,"STS15":69.23,"STS16":58.81,"STS17 (en-en)":68.6,"STS22 (en)":"","STSBenchmark":52.67}
+{"index":94,"Rank":220,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":79.98,"STS12":77.64,"STS13":81.23,"STS14":77.94,"STS15":86.87,"STS16":83.31,"STS17 (en-en)":87.35,"STS22 (en)":60.99,"STSBenchmark":""}
+{"index":117,"Rank":223,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":"","BIOSSES":83.38,"SICK-R":79.71,"STS12":78.73,"STS13":79.6,"STS14":79.0,"STS15":87.81,"STS16":85.4,"STS17 (en-en)":87.13,"STS22 (en)":"","STSBenchmark":84.85}
+{"index":223,"Rank":250,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","BIOSSES":74.18,"SICK-R":79.61,"STS12":76.02,"STS13":80.7,"STS14":78.85,"STS15":85.84,"STS16":81.05,"STS17 (en-en)":86.87,"STS22 (en)":"","STSBenchmark":84.42}
+{"index":224,"Rank":251,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":76.27,"SICK-R":79.62,"STS12":77.9,"STS13":85.11,"STS14":80.81,"STS15":87.48,"STS16":83.2,"STS17 (en-en)":86.99,"STS22 (en)":"","STSBenchmark":86.82}
+{"index":243,"Rank":255,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":84.75,"SICK-R":80.74,"STS12":75.42,"STS13":85.48,"STS14":78.85,"STS15":85.23,"STS16":82.16,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":82.69}
+{"index":244,"Rank":256,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":0.74,"SICK-R":0.81,"STS12":0.74,"STS13":0.83,"STS14":0.75,"STS15":0.82,"STS16":0.81,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.8}
+{"index":259,"Rank":265,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
+{"index":260,"Rank":266,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
+{"index":261,"Rank":267,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}