Model,Number of Parameters,Embedding Dim,Max Seq Length,Mean (Task),Mean (TaskType),Classification,Clustering,Pair Classification,Retrieval,STS,Correlation,Vocab Size
BAAI/bge-m3,567M,1024,8192,69.39,63.51,75.68,35.26,78.88,57.89,69.83,0.61,250002
intfloat/multilingual-e5-large,559M,1024,512,66.61,62.08,71.8,41.2,72.76,57.17,67.49,0.58,250002
newmindai/TurkEmbed4STS,305M,768,8192,65.66,62.03,69.69,44.29,81.77,47.6,66.79,0.68,250048
ytu-ce-cosmos/turkish-e5-large,559M,1024,512,64.93,59.73,72.42,38.51,70.86,47.6,69.24,0.56,250002
intfloat/multilingual-e5-large-instruct,559M,1024,512,64.33,58.57,72.25,33.16,72.92,44.95,69.56,0.57,250002
nomic-ai/nomic-embed-text-v2-moe,475M,768,512,64.28,60.15,70.07,41.28,63.87,56.4,69.16,0.53,250048
Alibaba-NLP/gte-multilingual-base,305M,768,32768,63.86,60.04,68.0,39.16,76.0,50.12,66.94,0.62,250048
sentence-transformers/paraphrase-multilingual-mpnet-base-v2,278M,768,512,63.33,57.63,70.88,41.35,83.6,33.81,58.51,0.65,250002
newmindai/modernbert-base-tr-uncased-allnli-stsb,134M,768,8192,61.29,54.09,71.47,35.46,82.83,24.81,55.89,0.66,32000
numind/NuSentiment-multilingual,278M,768,512,60.52,49.65,73.67,14.96,76.89,32.76,49.96,0.52,250002
newmindai/TurkEmbed4Retrieval,305M,768,512,60.5,58.04,64.78,47.47,64.04,47.82,66.1,0.57,250048
Qwen/Qwen3-Embedding-0.6B,595M,1024,131072,60.18,56.53,64.68,33.36,66.02,50.06,68.55,0.48,151669
sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2,117M,384,512,59.95,54.8,67.21,42.31,79.3,29.95,55.24,0.6,250037
newmindai/TurkEmbed4STS-HD,305M,768,8192,59.94,53.06,67.61,34.24,80.08,35.88,47.47,0.65,250048
emrecan/bert-base-turkish-cased-mean-nli-stsb-tr,110M,768,512,59.92,52.65,68.38,24.61,74.94,39.0,56.3,0.62,32000
ibm-granite/granite-embedding-278m-multilingual,278M,768,512,55.9,54.48,58.64,41.98,60.13,45.08,66.57,0.41,250002
newmindai/ModernBERT-tr-uncased-stsb-HD,134M,768,8192,54.51,43.94,67.17,17.96,82.51,16.08,35.98,0.61,32000
ibm-granite/granite-embedding-107m-multilingual,106M,384,512,52.68,50.72,55.75,34.17,59.86,39.97,63.85,0.38,250002
minishlab/potion-multilingual-128M,128M,256,N/A,50.39,44.47,58.34,23.47,59.76,30.84,49.93,0.43,500358
google/embeddinggemma-300m,307M,768,2048,49.08,44.98,55.23,22.84,61.02,26.92,58.91,0.27,262144
nomic-ai/nomic-embed-text-v1,136M,768,8192,45.12,41.46,48.3,9.45,59.75,32.9,56.88,0.42,30528
nomic-ai/nomic-embed-text-v1.5,136M,768,8192,44.63,40.04,48.92,9.69,58.53,32.19,50.89,0.41,30528
mixedbread-ai/mxbai-embed-large-v1,335M,1024,512,44.0,39.23,49.49,15.99,56.66,27.75,46.25,0.37,30522
sentence-transformers/multi-qa-MiniLM-L6-cos-v1,22M,384,512,38.82,32.39,44.08,5.55,58.29,25.16,28.88,0.34,30522
boun-tabi-LMG/TURNA,495M,1024,1024,38.36,30.96,47.17,10.26,56.62,13.04,27.73,0.22,32128
sentence-transformers/all-MiniLM-L12-v2,33M,384,512,38.28,31.13,44.77,7.82,58.2,21.64,23.24,0.36,30522
nielsr/lilt-xlm-roberta-base,284M,768,512,38.01,29.57,50.1,12.79,55.35,2.45,27.14,0.22,250002
sentence-transformers/all-MiniLM-L6-v2,22M,384,512,37.95,31.97,44.46,6.58,56.75,16.48,35.55,0.31,30522
sentence-transformers/all-mpnet-base-v2,109M,768,512,37.21,31.31,43.75,10.56,55.99,15.16,31.08,0.31,30527
minishlab/potion-base-8M,7M,256,N/A,36.85,30.01,42.51,2.26,57.86,21.75,25.64,0.36,29528
sentence-transformers/paraphrase-MiniLM-L6-v2,22M,384,512,36.26,28.19,44.02,4.53,56.62,17.47,18.29,0.33,30522
newmindai/lettucedect-210m-eurobert-tr-v1,211M,768,8192,27.66,21.55,34.32,1.54,52.34,0.22,19.34,0.1,128256