add more results
Browse files
app.py
CHANGED
@@ -116,10 +116,10 @@ results = [
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'Model Size (Million Parameters)': 278,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 60.02,
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'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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{
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'T': 'π’',
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@@ -127,10 +127,10 @@ results = [
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'Model Size (Million Parameters)': 279,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 57.69,
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'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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{
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'T': 'π’',
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@@ -138,10 +138,10 @@ results = [
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'Model Size (Million Parameters)': 106,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 62.22,
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'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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{
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'T': 'π’',
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@@ -149,10 +149,10 @@ results = [
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'Model Size (Million Parameters)': 278,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 63.28,
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'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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},
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{
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'T': 'π’',
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@@ -160,10 +160,10 @@ results = [
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'Model Size (Million Parameters)': 279,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 65.37,
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'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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{
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'T': 'π’',
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@@ -171,10 +171,10 @@ results = [
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'Model Size (Million Parameters)': 106,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 63.55,
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'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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},
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{
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'T': 'π’',
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@@ -182,10 +182,10 @@ results = [
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'Model Size (Million Parameters)': 278,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 66.00,
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'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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},
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{
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'T': 'π’',
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@@ -193,10 +193,10 @@ results = [
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'Model Size (Million Parameters)': 279,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 66.84,
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'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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},
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{
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'T': 'π’',
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@@ -204,10 +204,10 @@ results = [
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'Model Size (Million Parameters)': 106,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 67.17,
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'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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},
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{
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'T': 'π’',
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@@ -215,10 +215,108 @@ results = [
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'Model Size (Million Parameters)': 278,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 66.94,
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-
'STS Average (1 datasets)':
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'Classification (3 datasets)':
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'PairClassification (1 datasets)':
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'Retrieval (3 datasets)':
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},
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{
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'T': 'π¦',
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@@ -230,6 +328,16 @@ results = [
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'PairClassification (1 datasets)': 73.28,
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'Retrieval (3 datasets)': 91.43,
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},
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]
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# Sort by average
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'Model Size (Million Parameters)': 278,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 60.02,
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+
'STS Average (1 datasets)': 67.82,
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+
'Classification (3 datasets)': 53.50,
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'PairClassification (1 datasets)': 63.35,
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'Retrieval (3 datasets)': 66.05,
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},
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{
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'T': 'π’',
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'Model Size (Million Parameters)': 279,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 57.69,
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'STS Average (1 datasets)': 68.91,
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'Classification (3 datasets)': 55.93,
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'PairClassification (1 datasets)': 66.49,
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'Retrieval (3 datasets)': 54.90,
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},
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{
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'T': 'π’',
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'Model Size (Million Parameters)': 106,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 62.22,
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'STS Average (1 datasets)': 71.35,
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'Classification (3 datasets)': 59.19,
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'PairClassification (1 datasets)': 67.04,
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'Retrieval (3 datasets)': 63.83,
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},
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{
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'T': 'π’',
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'Model Size (Million Parameters)': 278,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 63.28,
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'STS Average (1 datasets)': 74.08,
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'Classification (3 datasets)': 58.77,
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'PairClassification (1 datasets)': 65.87,
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'Retrieval (3 datasets)': 66.20,
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},
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{
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'T': 'π’',
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'Model Size (Million Parameters)': 279,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 65.37,
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'STS Average (1 datasets)': 78.78,
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'Classification (3 datasets)': 56.87,
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'PairClassification (1 datasets)': 79.78,
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'Retrieval (3 datasets)': 65.02,
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},
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{
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'T': 'π’',
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'Model Size (Million Parameters)': 106,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 63.55,
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'STS Average (1 datasets)': 77.77,
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'Classification (3 datasets)': 56.33,
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'PairClassification (1 datasets)': 77.04,
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'Retrieval (3 datasets)': 62.38,
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},
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{
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'T': 'π’',
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'Model Size (Million Parameters)': 278,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 66.00,
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+
'STS Average (1 datasets)': 77.80,
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'Classification (3 datasets)': 57.27,
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'PairClassification (1 datasets)': 77.84,
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'Retrieval (3 datasets)': 67.94,
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},
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{
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'T': 'π’',
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'Model Size (Million Parameters)': 279,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 66.84,
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+
'STS Average (1 datasets)': 79.69,
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'Classification (3 datasets)': 56.90,
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'PairClassification (1 datasets)': 81.47,
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'Retrieval (3 datasets)': 68.03,
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},
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{
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'T': 'π’',
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'Model Size (Million Parameters)': 106,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 67.17,
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+
'STS Average (1 datasets)': 78.78,
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'Classification (3 datasets)': 58.16,
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'PairClassification (1 datasets)': 82.43,
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'Retrieval (3 datasets)': 67.66,
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},
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{
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'T': 'π’',
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'Model Size (Million Parameters)': 278,
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 66.94,
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+
'STS Average (1 datasets)': 78.90,
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'Classification (3 datasets)': 57.63,
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'PairClassification (1 datasets)': 81.01,
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'Retrieval (3 datasets)': 68.04,
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},
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{
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'T': 'π’',
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'Model Name': '[E5-Mistral-7B-Instruct](https://huggingface.co/intfloat/e5-mistral-7b-instruct)',
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'Model Size (Million Parameters)': 7110,
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'Embedding Dimensions': 4096,
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+
'Average (8 datasets)': 71.94,
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'STS Average (1 datasets)': 75.52,
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'Classification (3 datasets)': 60.46,
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'PairClassification (1 datasets)': 68.04,
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'Retrieval (3 datasets)': 86.80,
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},
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{
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'T': 'π’',
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'Model Name': '[gte-Qwen2-7B-Instruct](https://huggingface.co/Alibaba-NLP/gte-Qwen2-7B-instruct)',
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'Model Size (Million Parameters)': 7610,
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'Embedding Dimensions': 3584,
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'Average (8 datasets)': 49.31,
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'STS Average (1 datasets)': 51.60,
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'Classification (3 datasets)': 57.55,
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'PairClassification (1 datasets)': 61.73,
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'Retrieval (3 datasets)': 38.31,
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},
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{
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'T': 'π’',
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'Model Name': '[GritLM-7B](https://huggingface.co/GritLM/GritLM-7B)',
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'Model Size (Million Parameters)': 7240,
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'Embedding Dimensions': 4096,
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'Average (8 datasets)': 42.38,
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'STS Average (1 datasets)': 45.50,
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'Classification (3 datasets)': 56.83,
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'PairClassification (1 datasets)': 56.40,
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'Retrieval (3 datasets)': 22.79,
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},
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{
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'T': 'π’',
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'Model Name': '[Llama3-8B](https://huggingface.co/meta-llama/Meta-Llama-3-8B)',
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'Model Size (Million Parameters)': 8030,
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'Embedding Dimensions': 4096,
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'Average (8 datasets)': 51.63,
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'STS Average (1 datasets)': 49.48,
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'Classification (3 datasets)': 58.54,
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'PairClassification (1 datasets)': 57.76,
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'Retrieval (3 datasets)': 47.93,
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},
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{
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'T': 'π’',
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'Model Name': '[Llama3-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct)',
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'Model Size (Million Parameters)': 8030,
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'Embedding Dimensions': 4096,
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+
'Average (8 datasets)': 52.81,
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'STS Average (1 datasets)': 50.63,
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'Classification (3 datasets)': 58.85,
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'PairClassification (1 datasets)': 58.04,
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'Retrieval (3 datasets)': 50.38,
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},
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{
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'T': 'π’',
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'Model Name': '[Llama3.1-8B](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B)',
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'Model Size (Million Parameters)': 8030,
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'Embedding Dimensions': 4096,
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'Average (8 datasets)': 50.36,
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'STS Average (1 datasets)': 49.98,
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'Classification (3 datasets)': 58.18,
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'PairClassification (1 datasets)': 58.12,
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'Retrieval (3 datasets)': 43.64,
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},
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{
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'T': 'π’',
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'Model Name': '[Llama3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct)',
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'Model Size (Million Parameters)': 8030,
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'Embedding Dimensions': 4096,
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'Average (8 datasets)': 50.06,
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'STS Average (1 datasets)': 49.76,
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'Classification (3 datasets)': 57.90,
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'PairClassification (1 datasets)': 57.47,
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'Retrieval (3 datasets)': 43.63,
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},
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{
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'T': 'π’',
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'Model Name': '[Typhoon-8B-Instruct](https://huggingface.co/scb10x/llama-3-typhoon-v1.5-8b-instruct)',
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'Model Size (Million Parameters)': 8030,
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'Embedding Dimensions': 4096,
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'Average (8 datasets)': 53.51,
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'STS Average (1 datasets)': 51.46,
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'Classification (3 datasets)': 58.91,
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'PairClassification (1 datasets)': 58.05,
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'Retrieval (3 datasets)': 52.65,
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},
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{
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'T': 'π¦',
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'Model Name': 'Cohere-embed-multilingual-v2.0',
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'Embedding Dimensions': 768,
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'Average (8 datasets)': 68.01,
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'STS Average (1 datasets)': 68.03,
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'Classification (3 datasets)': 57.31,
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'PairClassification (1 datasets)': 62.03,
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'Retrieval (3 datasets)': 85.23,
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},
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{
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'T': 'π¦',
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'PairClassification (1 datasets)': 73.28,
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'Retrieval (3 datasets)': 91.43,
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},
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{
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'T': 'π¦',
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'Model Name': 'Openai-text-embedding-3-large',
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'Embedding Dimensions': 3072,
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'Average (8 datasets)': 69.26,
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'STS Average (1 datasets)': 70.46,
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'Classification (3 datasets)': 58.79,
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'PairClassification (1 datasets)': 67.33,
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'Retrieval (3 datasets)': 83.87,
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},
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]
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# Sort by average
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