| Rank (Borda),Model,Model Architecture,Tokenizer Type,Unique Token Count,Turkish Token Count,Turkish Token %,Pure Token Count,Pure Token %,Mean (Task),Mean (TaskType),Classification,Clustering,Pair Classification,Retrieval,STS,Contracts,Regulation,Caselaw,Score(Legal),Memory Usage (MB),Number of Parameters,Embed Dim,Vocab Size,Max Seq Length,Correlation,Model Type | |
| 1,google/embeddinggemma-300m,Gemma3TextModel,GemmaTokenizer,13697.0,5910.0,43.15,3980.0,29.06,67.23,65.42,77.74,45.05,80.02,55.06,69.22,83.97,39.56,28.38,50.63,1173.0,307M,768.0,262144.0,2048,0.51,Embedding | |
| 2,newmindai/bge-m3-stsb,XLMRobertaModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,63.46,63.53068666666667,74.24768333333334,43.9295,78.50975,50.142,70.8245,82.609,38.141000000000005,29.167,49.97233333333333,2165.0,567M,1024.0,250002.0,8194,0.6350506506291465,Embedding | |
| 3,BAAI/bge-m3,XLMRobertaModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,64.75,62.87,75.35,35.86,78.88,54.42,69.83,86.08,38.09,29.3,51.16,2165.0,567M,1024.0,250002.0,8194,0.61,Embedding | |
| 4,Lajavaness/bilingual-embedding-large,BilingualModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,63.62,62.468826666666665,74.15278333333333,42.2467,73.0609,52.248250000000006,70.6355,82.14099999999999,35.399,24.551,47.36366666666666,2135.0,559M,1024.0,250002.0,514,0.611419419101738,Embedding | |
| 5,newmindai/TurkEmbed4STS,NewModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,62.67,62.41829666666666,69.69163333333334,44.2897,81.76675,49.135,67.2084,78.877,35.18,27.635,47.23066666666666,1164.0,305M,768.0,250048.0,8192,0.6839028854791485,Embedding | |
| 6,intfloat/multilingual-e5-large,XLMRobertaModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,63.14,61.50873666666666,71.79943333333334,41.1967,72.76185000000001,54.29849999999999,67.4872,85.38,33.178000000000004,22.299,46.952333333333335,2135.0,559M,1024.0,250002.0,514,0.5844910512151045,Embedding | |
| 7,trmteb/turkish-embedding-model-fine-tuned,BertModel,BertTokenizerFast,14807,11127,75.15,4665,31.51,62.079556005534585,60.744481242895155,71.41827029246774,34.543453625729484,80.42535188960046,48.288000000000004,69.04733040667806,76.75,30.828,16.837,41.47166666666667,421,110M,768,32000,512,0.6102040242456621,Embedding | |
| 8,ytu-ce-cosmos/turkish-e5-large,XLMRobertaModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,62.0,60.36150666666667,72.41818333333333,38.1709,70.86345,51.114,69.241,80.729,37.384,26.476,48.196333333333335,2135.0,559M,1024.0,250002.0,514,0.5608614724386807,Embedding | |
| 9,Alibaba-NLP/gte-multilingual-base,NewModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,61.18,60.12285333333333,67.99526666666667,39.1645,75.99780000000001,50.516000000000005,66.94069999999999,76.012,36.391,27.066000000000003,46.489666666666665,1164.0,305M,768.0,250048.0,8192,0.6170556873432124,Embedding | |
| 10,nomic-ai/nomic-embed-text-v2-moe,NomicBertModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,60.63,59.54449333333332,68.53571666666666,43.3523,64.42945,52.6895,68.71549999999999,84.466,39.939,27.849,50.75133333333333,1813.0,475M,768.0,250048.0,2048,0.530989593067926,Embedding | |
| 11,magibu/embeddingmagibu-200m,Gemma3TextModel,GemmaTokenizer,29799.0,18946.0,63.58,8515.0,28.57,59.989025,59.247110000000006,66.4086,40.1472,74.98685,48.2505,66.4424,75.745,33.984,27.033,45.587,789.0,206M,768.0,131072.0,8192,0.585573508421718,Embedding | |
| 12,sentence-transformers/paraphrase-multilingual-mpnet-base-v2,XLMRobertaModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,59.62,58.92842666666667,70.87778333333333,41.799,83.59875000000001,39.8555,58.511100000000006,65.403,7.61,1.289,24.767333333333337,1060.0,278M,768.0,250002.0,514,0.6495769869027372,Embedding | |
| 13,intfloat/multilingual-e5-large-instruct,XLMRobertaModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,59.91,58.85126,72.24580000000002,31.5179,72.91635,48.01275,69.5635,78.985,35.735,25.351000000000003,46.690333333333335,2135.0,559M,1024.0,250002.0,514,0.5663941110812728,Embedding | |
| 14,newmindai/TurkEmbed4Retrieval,NewModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,59.1,58.36369333333333,64.78041666666665,47.468700000000005,64.0415,48.86425,66.6636,74.626,36.121,28.898000000000003,46.54833333333334,1164.0,305M,768.0,250048.0,512,0.5743432298546475,Embedding | |
| 15,newmindai/Mursit-Embed-Qwen3-1.7B-TR,Qwen3ForCausalLM,Qwen2TokenizerFast,10226.0,4128.0,40.37,2865.0,28.02,58.08,56.84,68.46,42.22,59.67,50.1,63.77,70.22,17.94,16.11,34.76,6563.0,1.7B,2048.0,151936.0,40960,0.44,CLM-Embedding | |
| 16,newmindai/Mursit-Large-TR-Retrieval,ModernBertModel,PreTrainedTokenizerFast,30047.0,20130.0,67.0,8724.0,29.03,58.57,56.43,67.47,38.76,59.88,51.59,64.44,81.63,32.39,25.24,46.42,1539.0,403M,1024.0,59008.0,2048,0.49,Embedding | |
| 17,newmindai/modernbert-base-tr-uncased-allnli-stsb,ModernBertModel,PreTrainedTokenizerFast,20502.0,16007.0,78.08,6077.0,29.64,56.35,56.31918666666665,71.45993333333332,35.4615,82.83494999999999,35.11075,56.7288,62.937,15.297,17.466,31.899999999999995,514.0,134M,768.0,32000.0,8192,0.6637952581670423,Embedding | |
| 18,newmindai/Mursit-Base-TR-Retrieval,ModernBertModel,PreTrainedTokenizerFast,30047.0,20130.0,67.0,8724.0,29.03,58.01,55.86,66.25,39.75,61.31,50.07,61.9,80.4,34.1,28.07,47.52,593.0,155M,768.0,59008.0,1024,0.49,Embedding | |
| 19,emrecan/bert-base-turkish-cased-mean-nli-stsb-tr,BertModel,BertTokenizerFast,21076.0,17028.0,80.79,7263.0,34.46,56.03,54.33,68.42,23.64,74.94,42.29,62.39,72.83,22.88,20.78,38.83,421.0,110M,768.0,32000.0,512,0.62,Embedding | |
| 20,newmindai/TurkEmbed4STS-HD,NewForTokenClassification,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,56.14,54.25491999999999,67.61245,36.856100000000005,80.07815000000001,39.2535,47.4744,70.233,4.837000000000001,6.1690000000000005,27.079666666666668,1164.0,305M,768.0,250048.0,8192,0.6504462482545317,Embedding | |
| 21,ibm-granite/granite-embedding-278m-multilingual,XLMRobertaModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,53.68,53.93412333333333,58.37791666666666,39.4453,60.1335,45.139,66.5749,67.254,24.53,16.229,36.004333333333335,1060.0,278M,768.0,250002.0,514,0.4137480806327822,Embedding | |
| 22,newmindai/Mursit-Embed-Qwen3-4B-TR,Qwen3ForCausalLM,Qwen2TokenizerFast,10226.0,4128.0,40.37,2865.0,28.02,56.47,53.65,67.29,36.68,58.36,51.12,54.77,69.25,24.21,17.56,37.0,15344.0,4B,2560.0,151936.0,40960,0.34,CLM-Embedding | |
| 23,nvidia/llama-embed-nemotron-8b,LlamaBidirectionalModel,PreTrainedTokenizerFast,12041.0,5485.0,45.55,3507.0,29.13,51.06448333333333,53.52449666666666,68.51398333333334,39.8189,58.1497,30.656,70.4839,52.095,28.802,16.756999999999998,32.55133333333333,28629.0,8B,4096.0,128256.0,131072,0.3817553384080386,CLM-Embedding | |
| 24,KaLM-Embedding/KaLM-embedding-multilingual-mini-instruct-v2.5,Qwen2Model,Qwen2TokenizerFast,10262.0,3234.0,31.51,2294.0,22.35,52.71,52.83622666666668,64.64263333333334,37.6148,57.5669,35.511500000000005,68.8453,32.014,35.608000000000004,30.239,32.62033333333334,1884.0,494M,896.0,151936.0,131072,0.4053257465375148,CLM-Embedding | |
| 25,ibm-granite/granite-embedding-107m-multilingual,XLMRobertaModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,50.52,51.07249,55.654500000000006,34.6266,59.86395,41.3655,63.85189999999999,60.72,20.033,11.705,30.819333333333333,408.0,106M,384.0,250002.0,514,0.3807947055039975,Embedding | |
| 26,sentence-transformers/LaBSE,BertModel,BertTokenizerFast,19595.0,11061.0,56.45,5800.0,29.6,51.83,50.72844,63.18349999999999,25.5499,64.0111,38.4625,62.4352,63.809000000000005,15.122,13.838,30.923,1798.0,471M,768.0,501153.0,512,0.4794392790632775,Embedding | |
| 27,sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2,BertModel,BertTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,53.99,50.29915666666667,67.18508333333332,42.3102,79.30365,35.82925,26.867600000000003,56.875,0.8410000000000001,0.713,19.476333333333333,448.0,117M,384.0,250037.0,512,0.6043096711195243,Embedding | |
| 28,numind/NuSentiment-multilingual,XLMRobertaModel,XLMRobertaTokenizerFast,14860.0,8443.0,56.82,4884.0,32.87,54.0,50.16527553055566,73.67280773306626,14.960431297201202,76.8943051047361,35.343,49.95583351777477,64.037,10.431,10.38,28.282666666666668,1060.0,278M,768.0,250002.0,514,0.5183345151582207,Embedding | |
| 29,dbmdz/bert-base-turkish-uncased,BertModel,BertTokenizerFast,14807.0,10953.0,73.97,5876.0,39.68,51.99,46.44,67.93,34.76,60.54,31.98,37.01,52.48,12.02,10.09,24.86,421.0,110M,768.0,32000.0,512,0.36,MLM | |
| 30,minishlab/potion-multilingual-128M,StaticModel,XLMRobertaTokenizerFast,18943.0,12657.0,66.82,5986.0,31.6,47.96,45.95582333333334,58.34376666666668,25.4021,59.76105,36.3395,49.9327,65.022,21.481,14.031,33.51133333333334,488.0,128M,256.0,500358.0,∞,0.4306555947403001,Embedding | |
| 31,ytu-ce-cosmos/turkish-large-bert-cased,BertForPreTraining,BertTokenizerFast,21076.0,16830.0,79.85,8670.0,41.14,50.7,45.3,67.43,34.24,60.11,28.68,36.04,47.57,5.93,3.85,19.12,1286.0,337M,1024.0,32000.0,1024,0.33,MLM | |
| 32,dbmdz/bert-base-turkish-cased,BertModel,BertTokenizerFast,21076.0,17028.0,80.79,7263.0,34.46,47.89,45.17,66.39,35.28,60.05,30.52,33.62,54.03,10.13,9.07,24.41,421.0,110M,768.0,32000.0,512,0.33,MLM | |
| 33,newmindai/TurkEmbed4STS-Static,StaticModel,Tokenizer,13258.0,7304.0,55.09,4075.0,30.74,45.45,43.05512,57.01745,19.3065,65.30815000000001,32.834500000000006,40.809,63.33800000000001,19.964,12.687,31.996333333333336,244.0,64M,256.0,250002.0,∞,0.4254717954565192,Embedding | |
| 34,KocLab-Bilkent/BERTurk-Legal,BertForMaskedLM,BertTokenizerFast,27482.0,19590.0,71.28,8228.0,29.94,46.44,42.02,60.61,26.24,59.51,25.8,37.94,61.4,15.51,20.99,32.63,703.0,184M,768.0,128000.0,512,0.34,MLM | |
| 35,newmindai/Mursit-Large,ModernBertForMaskedLM,PreTrainedTokenizerFast,30047.0,20130.0,67.0,8724.0,29.03,44.65,41.75,62.95,25.34,58.04,27.4,35.01,42.74,11.29,17.1,23.71,1539.0,403M,1024.0,59008.0,2048,0.28,MLM | |
| 36,nomic-ai/nomic-embed-text-v1,NomicBertModel,BertTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,41.75,41.66643666666667,47.90213333333333,9.1279,60.08205,34.3415,56.8786,58.672,23.771,15.572,32.67166666666667,521.0,136M,768.0,30528.0,8192,0.426704518889946,Embedding | |
| 37,ytu-ce-cosmos/turkish-base-bert-uncased,BertForPreTraining,BertTokenizerFast,17128.0,14329.0,83.66,6062.0,35.39,50.54,40.95,66.2,25.68,58.21,20.46,34.2,45.94,10.21,6.28,20.81,421.0,110M,768.0,32000.0,512,0.3,MLM | |
| 38,nomic-ai/nomic-embed-text-v1.5,NomicBertModel,BertTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,41.21,40.30043666666667,48.92313333333334,9.3571,58.52505,33.8085,50.8884,56.711,13.358,5.783,25.284,521.0,136M,768.0,30528.0,8192,0.4147406606805225,Embedding | |
| 39,newmindai/Mursit-Base,ModernBertForMaskedLM,PreTrainedTokenizerFast,30047.0,20130.0,67.0,8724.0,29.03,41.34,40.23,59.78,25.48,58.65,20.82,36.45,36.0,7.4,10.4,17.93,593.0,155M,768.0,59008.0,1024,0.28,MLM | |
| 40,mixedbread-ai/mxbai-embed-large-v1,BertModel,BertTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,40.92,40.03663,49.5437,15.9903,56.6587,31.74075,46.2497,43.591,10.564,9.052,21.069,1278.0,335M,1024.0,30522.0,512,0.3720971359650719,Embedding | |
| 41,jhu-clsp/mmBERT-base,ModernBertForMaskedLM,PreTrainedTokenizerFast,13585.0,5611.0,41.3,5710.0,42.03,43.87,39.65,61.84,26.77,59.25,15.83,34.56,34.45,1.33,0.68,12.15,1170.0,306M,768.0,256000.0,8192,0.34,MLM | |
| 42,boun-tabilab/TabiBERT,ModernBertForMaskedLM,PreTrainedTokenizerFast,32444.0,20388.0,62.84,12186.0,37.56,42.15,37.77,59.63,25.75,58.19,14.96,30.32,32.02,1.86,0.63,11.5,567.0,148M,768.0,50176.0,8192,0.32,MLM | |
| 43,sentence-transformers/all-MiniLM-L12-v2,BertModel,BertTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,33.56,33.19119,44.84295,7.693999999999999,58.1998,20.928,34.2912,38.948,2.771,2.557,14.758666666666668,127.0,33M,384.0,30522.0,512,0.3620264346982647,Embedding | |
| 44,sentence-transformers/multi-qa-MiniLM-L6-cos-v1,BertModel,BertTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,33.81,32.343716666666666,44.079283333333336,5.5512,58.2895,24.92,28.8786,36.243,4.816,5.283,15.447333333333336,86.0,22M,384.0,30522.0,512,0.3352620465291676,Embedding | |
| 45,boun-tabi-LMG/TURNA,T5ForConditionalGeneration,T5TokenizerFast,21630.0,18600.0,85.99,7923.0,36.63,31.74,31.622866666666663,47.17373333333333,10.2619,56.6155,16.333,27.7302,34.89,8.883000000000001,4.55,16.107666666666667,1889.0,495M,1024.0,32128.0,1024,0.2188615462224458,Seq2Seq | |
| 46,sentence-transformers/all-mpnet-base-v2,MPNetForMaskedLM,MPNetTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,31.51,31.580113333333333,43.75221666666667,10.0253,55.9924,17.051750000000002,31.0789,32.477000000000004,2.243,3.31,12.67666666666667,417.0,109M,768.0,30527.0,514,0.3072208676420578,Embedding | |
| 47,sentence-transformers/all-MiniLM-L6-v2,BertModel,BertTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,30.84,30.223826666666668,44.49228333333334,6.576,56.7533,16.46825,26.8293,32.039,3.052,3.514,12.868333333333334,86.0,22M,384.0,30522.0,512,0.3117993950335187,Embedding | |
| 48,minishlab/potion-base-8M,StaticModel,BertTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,31.26,30.1419,42.5097,2.2195,57.8614,22.4745,25.6444,46.72,13.243,9.77,23.244333333333334,28.0,7M,256.0,29528.0,∞,0.363850332504128,Embedding | |
| 49,sentence-transformers/paraphrase-MiniLM-L6-v2,BertModel,BertTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,29.68,28.88314666666667,44.08553333333333,5.963100000000001,56.6191,14.424,23.324,22.977,4.347,2.266,9.863333333333337,86.0,22M,384.0,30522.0,512,0.3273012423895394,Embedding | |
| 50,answerdotai/ModernBERT-base,ModernBertForMaskedLM,PreTrainedTokenizerFast,8170.0,3329.0,40.75,2188.0,26.78,22.33,23.8,39.06,2.01,53.95,2.1,21.91,7.92,0.62,0.43,2.99,568.0,149M,768.0,50368.0,8192,0.23,MLM | |
| 51,answerdotai/ModernBERT-large,ModernBertForMaskedLM,PreTrainedTokenizerFast,8170.0,3329.0,40.75,2188.0,26.78,22.46,23.74,39.44,3.9,53.73,1.8,19.85,6.12,0.62,0.59,2.44,1505.0,394M,1024.0,50368.0,8192,0.2,MLM | |
| 52,google-bert/bert-base-uncased,BertForMaskedLM,BertTokenizerFast,5820.0,1999.0,34.35,1277.0,21.94,22.86,23.49519,40.2581,2.7069,53.06465,2.8455,18.6008,8.535,0.393,0.912,3.2800000000000007,417.0,109M,768.0,30522.0,512,0.1652374209194242,MLM | |