Sentence Similarity
sentence-transformers
Safetensors
multilingual
modernbert
embeddings
feature-extraction
matryoshka
retrieval
text-embeddings-inference
Instructions to use hotchpotch/bekko-embedding-v1-a8m-pt with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use hotchpotch/bekko-embedding-v1-a8m-pt with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("hotchpotch/bekko-embedding-v1-a8m-pt") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Notebooks
- Google Colab
- Kaggle
| { | |
| "nano_beir": { | |
| "NanoArguAna": { | |
| "MNanoArguAna-ar_cosine_ndcg@10": 0.4730338404204377, | |
| "MNanoArguAna-de_cosine_ndcg@10": 0.4523858022833368, | |
| "MNanoArguAna-en_cosine_ndcg@10": 0.5593102661290839, | |
| "MNanoArguAna-es_cosine_ndcg@10": 0.5237835854585444, | |
| "MNanoArguAna-fr_cosine_ndcg@10": 0.5168055525240536, | |
| "MNanoArguAna-it_cosine_ndcg@10": 0.4727147681288612, | |
| "MNanoArguAna-mean_cosine_ndcg@10": 0.49946905572549927, | |
| "MNanoArguAna-no_cosine_ndcg@10": 0.5138751897026443, | |
| "MNanoArguAna-pt_cosine_ndcg@10": 0.5034692240128686, | |
| "MNanoArguAna-sv_cosine_ndcg@10": 0.4798432728696626 | |
| }, | |
| "NanoClimateFEVER": { | |
| "MNanoClimateFEVER-ar_cosine_ndcg@10": 0.21696059280899108, | |
| "MNanoClimateFEVER-de_cosine_ndcg@10": 0.28253387055871765, | |
| "MNanoClimateFEVER-en_cosine_ndcg@10": 0.2916839711692681, | |
| "MNanoClimateFEVER-es_cosine_ndcg@10": 0.3448162987069231, | |
| "MNanoClimateFEVER-fr_cosine_ndcg@10": 0.22376330656871984, | |
| "MNanoClimateFEVER-it_cosine_ndcg@10": 0.2782216799184051, | |
| "MNanoClimateFEVER-mean_cosine_ndcg@10": 0.2762952444548678, | |
| "MNanoClimateFEVER-no_cosine_ndcg@10": 0.27737273672960566, | |
| "MNanoClimateFEVER-pt_cosine_ndcg@10": 0.29771166786184095, | |
| "MNanoClimateFEVER-sv_cosine_ndcg@10": 0.27359307577133846 | |
| }, | |
| "NanoClimateFEVER-ja": { | |
| "MNanoClimateFEVER-ja-mean_cosine_ndcg@10": 0.35233710769938187, | |
| "MNanoClimateFEVER-ja_cosine_ndcg@10": 0.35233710769938187 | |
| }, | |
| "NanoDBPedia": { | |
| "MNanoDBPedia-ar_cosine_ndcg@10": 0.49176953708703963, | |
| "MNanoDBPedia-de_cosine_ndcg@10": 0.5585728125958513, | |
| "MNanoDBPedia-en_cosine_ndcg@10": 0.6013656077919083, | |
| "MNanoDBPedia-es_cosine_ndcg@10": 0.5635691591790805, | |
| "MNanoDBPedia-fr_cosine_ndcg@10": 0.5598146452043108, | |
| "MNanoDBPedia-it_cosine_ndcg@10": 0.5786410295503902, | |
| "MNanoDBPedia-mean_cosine_ndcg@10": 0.5578189519284785, | |
| "MNanoDBPedia-no_cosine_ndcg@10": 0.5571766709488738, | |
| "MNanoDBPedia-pt_cosine_ndcg@10": 0.5449366078473445, | |
| "MNanoDBPedia-sv_cosine_ndcg@10": 0.5645244971515071 | |
| }, | |
| "NanoDBPedia-ja": { | |
| "MNanoDBPedia-ja-mean_cosine_ndcg@10": 0.5792733395527497, | |
| "MNanoDBPedia-ja_cosine_ndcg@10": 0.5792733395527497 | |
| }, | |
| "NanoFEVER": { | |
| "MNanoFEVER-ar_cosine_ndcg@10": 0.7811365282748113, | |
| "MNanoFEVER-de_cosine_ndcg@10": 0.7907331358379059, | |
| "MNanoFEVER-en_cosine_ndcg@10": 0.8609922099824149, | |
| "MNanoFEVER-es_cosine_ndcg@10": 0.8338478791796845, | |
| "MNanoFEVER-fr_cosine_ndcg@10": 0.6787773582711195, | |
| "MNanoFEVER-it_cosine_ndcg@10": 0.8033124773204208, | |
| "MNanoFEVER-mean_cosine_ndcg@10": 0.7977775878693328, | |
| "MNanoFEVER-no_cosine_ndcg@10": 0.7903408907064573, | |
| "MNanoFEVER-pt_cosine_ndcg@10": 0.8221987118236579, | |
| "MNanoFEVER-sv_cosine_ndcg@10": 0.8186590994275242 | |
| }, | |
| "NanoFEVER-ja": { | |
| "MNanoFEVER-ja-mean_cosine_ndcg@10": 0.724125971143851, | |
| "MNanoFEVER-ja_cosine_ndcg@10": 0.724125971143851 | |
| }, | |
| "NanoFiQA2018": { | |
| "MNanoFiQA2018-ar_cosine_ndcg@10": 0.32000050872745656, | |
| "MNanoFiQA2018-de_cosine_ndcg@10": 0.33859658725536546, | |
| "MNanoFiQA2018-en_cosine_ndcg@10": 0.45818623330557856, | |
| "MNanoFiQA2018-es_cosine_ndcg@10": 0.33427309933119126, | |
| "MNanoFiQA2018-fr_cosine_ndcg@10": 0.3092582897093253, | |
| "MNanoFiQA2018-it_cosine_ndcg@10": 0.33185375268271744, | |
| "MNanoFiQA2018-mean_cosine_ndcg@10": 0.3243882573066615, | |
| "MNanoFiQA2018-no_cosine_ndcg@10": 0.29262339645711927, | |
| "MNanoFiQA2018-pt_cosine_ndcg@10": 0.2682571114141015, | |
| "MNanoFiQA2018-sv_cosine_ndcg@10": 0.2664453368770985 | |
| }, | |
| "NanoFiQA2018-ja": { | |
| "MNanoFiQA2018-ja-mean_cosine_ndcg@10": 0.3222650200367273, | |
| "MNanoFiQA2018-ja_cosine_ndcg@10": 0.3222650200367273 | |
| }, | |
| "NanoHotpotQA": { | |
| "MNanoHotpotQA-ar_cosine_ndcg@10": 0.6956427737846929, | |
| "MNanoHotpotQA-de_cosine_ndcg@10": 0.7701008639893859, | |
| "MNanoHotpotQA-en_cosine_ndcg@10": 0.7690504439859169, | |
| "MNanoHotpotQA-es_cosine_ndcg@10": 0.722497873994412, | |
| "MNanoHotpotQA-fr_cosine_ndcg@10": 0.7463668087829665, | |
| "MNanoHotpotQA-it_cosine_ndcg@10": 0.7464549361636561, | |
| "MNanoHotpotQA-mean_cosine_ndcg@10": 0.7416132572210601, | |
| "MNanoHotpotQA-no_cosine_ndcg@10": 0.7401936856204756, | |
| "MNanoHotpotQA-pt_cosine_ndcg@10": 0.734274156218506, | |
| "MNanoHotpotQA-sv_cosine_ndcg@10": 0.7499377724495281 | |
| }, | |
| "NanoHotpotQA-ja": { | |
| "MNanoHotpotQA-ja-mean_cosine_ndcg@10": 0.6701411332471646, | |
| "MNanoHotpotQA-ja_cosine_ndcg@10": 0.6701411332471646 | |
| }, | |
| "NanoMSMARCO": { | |
| "MNanoMSMARCO-ar_cosine_ndcg@10": 0.43785211849573136, | |
| "MNanoMSMARCO-de_cosine_ndcg@10": 0.47974421951438656, | |
| "MNanoMSMARCO-en_cosine_ndcg@10": 0.5476519075374822, | |
| "MNanoMSMARCO-es_cosine_ndcg@10": 0.49934336391420997, | |
| "MNanoMSMARCO-fr_cosine_ndcg@10": 0.4821488420046777, | |
| "MNanoMSMARCO-it_cosine_ndcg@10": 0.5089587403780814, | |
| "MNanoMSMARCO-mean_cosine_ndcg@10": 0.4732463048264413, | |
| "MNanoMSMARCO-no_cosine_ndcg@10": 0.4077398253644848, | |
| "MNanoMSMARCO-pt_cosine_ndcg@10": 0.49901980528206363, | |
| "MNanoMSMARCO-sv_cosine_ndcg@10": 0.39675792094685436 | |
| }, | |
| "NanoMSMARCO-ja": { | |
| "MNanoMSMARCO-ja-mean_cosine_ndcg@10": 0.4945060711606406, | |
| "MNanoMSMARCO-ja_cosine_ndcg@10": 0.4945060711606406 | |
| }, | |
| "NanoNFCorpus": { | |
| "MNanoNFCorpus-ar_cosine_ndcg@10": 0.22716153322345686, | |
| "MNanoNFCorpus-de_cosine_ndcg@10": 0.24481731941369972, | |
| "MNanoNFCorpus-en_cosine_ndcg@10": 0.33595088460224604, | |
| "MNanoNFCorpus-es_cosine_ndcg@10": 0.30753131265305245, | |
| "MNanoNFCorpus-fr_cosine_ndcg@10": 0.3188369766309311, | |
| "MNanoNFCorpus-it_cosine_ndcg@10": 0.28557450822422525, | |
| "MNanoNFCorpus-mean_cosine_ndcg@10": 0.28659175055370834, | |
| "MNanoNFCorpus-no_cosine_ndcg@10": 0.2725952012643174, | |
| "MNanoNFCorpus-pt_cosine_ndcg@10": 0.2979627431402395, | |
| "MNanoNFCorpus-sv_cosine_ndcg@10": 0.2888952758312067 | |
| }, | |
| "NanoNFCorpus-ja": { | |
| "MNanoNFCorpus-ja-mean_cosine_ndcg@10": 0.2799070812314455, | |
| "MNanoNFCorpus-ja_cosine_ndcg@10": 0.2799070812314455 | |
| }, | |
| "NanoNQ": { | |
| "MNanoNQ-ar_cosine_ndcg@10": 0.45515849206895986, | |
| "MNanoNQ-de_cosine_ndcg@10": 0.49779262972522065, | |
| "MNanoNQ-en_cosine_ndcg@10": 0.6090497523222711, | |
| "MNanoNQ-es_cosine_ndcg@10": 0.43973148585510474, | |
| "MNanoNQ-fr_cosine_ndcg@10": 0.5161833937286435, | |
| "MNanoNQ-it_cosine_ndcg@10": 0.4683263144521548, | |
| "MNanoNQ-mean_cosine_ndcg@10": 0.47901010889360535, | |
| "MNanoNQ-no_cosine_ndcg@10": 0.44336355209988704, | |
| "MNanoNQ-pt_cosine_ndcg@10": 0.4340017129052539, | |
| "MNanoNQ-sv_cosine_ndcg@10": 0.44748364688495246 | |
| }, | |
| "NanoNQ-ja": { | |
| "MNanoNQ-ja-mean_cosine_ndcg@10": 0.5403929314434924, | |
| "MNanoNQ-ja_cosine_ndcg@10": 0.5403929314434924 | |
| }, | |
| "NanoQuoraRetrieval": { | |
| "MNanoQuoraRetrieval-ar_cosine_ndcg@10": 0.8180530918417213, | |
| "MNanoQuoraRetrieval-de_cosine_ndcg@10": 0.8356060159578926, | |
| "MNanoQuoraRetrieval-en_cosine_ndcg@10": 0.9346258899873209, | |
| "MNanoQuoraRetrieval-es_cosine_ndcg@10": 0.8821377839507355, | |
| "MNanoQuoraRetrieval-fr_cosine_ndcg@10": 0.7925711224415832, | |
| "MNanoQuoraRetrieval-it_cosine_ndcg@10": 0.8340771342434293, | |
| "MNanoQuoraRetrieval-mean_cosine_ndcg@10": 0.8307165948334699, | |
| "MNanoQuoraRetrieval-no_cosine_ndcg@10": 0.7588980586522337, | |
| "MNanoQuoraRetrieval-pt_cosine_ndcg@10": 0.8207898164276353, | |
| "MNanoQuoraRetrieval-sv_cosine_ndcg@10": 0.7996904399986784 | |
| }, | |
| "NanoQuoraRetrieval-ja": { | |
| "MNanoQuoraRetrieval-ja-mean_cosine_ndcg@10": 0.8935715249766721, | |
| "MNanoQuoraRetrieval-ja_cosine_ndcg@10": 0.8935715249766721 | |
| }, | |
| "NanoSCIDOCS": { | |
| "MNanoSCIDOCS-ar_cosine_ndcg@10": 0.2935560321306876, | |
| "MNanoSCIDOCS-de_cosine_ndcg@10": 0.30095111574851746, | |
| "MNanoSCIDOCS-en_cosine_ndcg@10": 0.3821570242399539, | |
| "MNanoSCIDOCS-es_cosine_ndcg@10": 0.3421588969001715, | |
| "MNanoSCIDOCS-fr_cosine_ndcg@10": 0.3082776916852559, | |
| "MNanoSCIDOCS-it_cosine_ndcg@10": 0.3109347050091602, | |
| "MNanoSCIDOCS-mean_cosine_ndcg@10": 0.31933584744766974, | |
| "MNanoSCIDOCS-no_cosine_ndcg@10": 0.2924377548797874, | |
| "MNanoSCIDOCS-pt_cosine_ndcg@10": 0.3284645551969043, | |
| "MNanoSCIDOCS-sv_cosine_ndcg@10": 0.31508485123858976 | |
| }, | |
| "NanoSCIDOCS-ja": { | |
| "MNanoSCIDOCS-ja-mean_cosine_ndcg@10": 0.34071630056860536, | |
| "MNanoSCIDOCS-ja_cosine_ndcg@10": 0.34071630056860536 | |
| }, | |
| "NanoSciFact": { | |
| "MNanoSciFact-ar_cosine_ndcg@10": 0.5288426430511044, | |
| "MNanoSciFact-de_cosine_ndcg@10": 0.6622217521928413, | |
| "MNanoSciFact-en_cosine_ndcg@10": 0.7628440491657529, | |
| "MNanoSciFact-es_cosine_ndcg@10": 0.6527242947213842, | |
| "MNanoSciFact-fr_cosine_ndcg@10": 0.676593207849287, | |
| "MNanoSciFact-it_cosine_ndcg@10": 0.6419598857336184, | |
| "MNanoSciFact-mean_cosine_ndcg@10": 0.6344163638808986, | |
| "MNanoSciFact-no_cosine_ndcg@10": 0.6071069309322736, | |
| "MNanoSciFact-pt_cosine_ndcg@10": 0.5776104964850115, | |
| "MNanoSciFact-sv_cosine_ndcg@10": 0.5998440147968133 | |
| }, | |
| "NanoTouche2020": { | |
| "MNanoTouche2020-ar_cosine_ndcg@10": 0.4081229095460993, | |
| "MNanoTouche2020-de_cosine_ndcg@10": 0.4388518349118278, | |
| "MNanoTouche2020-en_cosine_ndcg@10": 0.5124116336684273, | |
| "MNanoTouche2020-es_cosine_ndcg@10": 0.44235774385322657, | |
| "MNanoTouche2020-fr_cosine_ndcg@10": 0.3992503328132656, | |
| "MNanoTouche2020-it_cosine_ndcg@10": 0.4076703520501428, | |
| "MNanoTouche2020-mean_cosine_ndcg@10": 0.4335759729678913, | |
| "MNanoTouche2020-no_cosine_ndcg@10": 0.4241551560510449, | |
| "MNanoTouche2020-pt_cosine_ndcg@10": 0.43129192978542286, | |
| "MNanoTouche2020-sv_cosine_ndcg@10": 0.43807186403156484 | |
| } | |
| }, | |
| "nano_fineweb2ir": { | |
| "NanoFineWeb2IR-arb_Arab_cosine_ndcg@10": 0.9438507213043262, | |
| "NanoFineWeb2IR-ces_Latn_cosine_ndcg@10": 0.9452371901428583, | |
| "NanoFineWeb2IR-cmn_Hani_cosine_ndcg@10": 0.9238507213043262, | |
| "NanoFineWeb2IR-dan_Latn_cosine_ndcg@10": 0.9578557852142875, | |
| "NanoFineWeb2IR-deu_Latn_cosine_ndcg@10": 0.9926185950714291, | |
| "NanoFineWeb2IR-ell_Grek_cosine_ndcg@10": 0.9406803948112681, | |
| "NanoFineWeb2IR-eng_Latn_cosine_ndcg@10": 0.9686135311614679, | |
| "NanoFineWeb2IR-fas_Arab_cosine_ndcg@10": 0.9287119211911774, | |
| "NanoFineWeb2IR-fra_Latn_cosine_ndcg@10": 0.8653058616513755, | |
| "NanoFineWeb2IR-hun_Latn_cosine_ndcg@10": 0.9332476622362154, | |
| "NanoFineWeb2IR-ind_Latn_cosine_ndcg@10": 0.9200983900297096, | |
| "NanoFineWeb2IR-ita_Latn_cosine_ndcg@10": 0.8565362699694403, | |
| "NanoFineWeb2IR-jpn_Jpan_cosine_ndcg@10": 0.9926185950714291, | |
| "NanoFineWeb2IR-nld_Latn_cosine_ndcg@10": 0.9426185950714292, | |
| "NanoFineWeb2IR-pol_Latn_cosine_ndcg@10": 0.9278557852142875, | |
| "NanoFineWeb2IR-por_Latn_cosine_ndcg@10": 0.9478557852142875, | |
| "NanoFineWeb2IR-rus_Cyrl_cosine_ndcg@10": 0.96, | |
| "NanoFineWeb2IR-spa_Latn_cosine_ndcg@10": 0.9483998915977869, | |
| "NanoFineWeb2IR-swe_Latn_cosine_ndcg@10": 0.9852371901428583, | |
| "NanoFineWeb2IR-tur_Latn_cosine_ndcg@10": 0.9429742462875491, | |
| "NanoFineWeb2IR-vie_Latn_cosine_ndcg@10": 0.9167836778214311, | |
| "NanoFineWeb2IR_mean_cosine_ndcg@10": 0.9400452766909018 | |
| }, | |
| "nano_miracl": { | |
| "NanoMIRACL-ar_cosine_ndcg@10": 0.6955587747416526, | |
| "NanoMIRACL-bn_cosine_ndcg@10": 0.6443383048804079, | |
| "NanoMIRACL-de_cosine_ndcg@10": 0.6099802384119607, | |
| "NanoMIRACL-en_cosine_ndcg@10": 0.6734205400931867, | |
| "NanoMIRACL-es_cosine_ndcg@10": 0.6876805333372731, | |
| "NanoMIRACL-fa_cosine_ndcg@10": 0.6484924725291072, | |
| "NanoMIRACL-fi_cosine_ndcg@10": 0.7461712879088102, | |
| "NanoMIRACL-fr_cosine_ndcg@10": 0.6217460185241914, | |
| "NanoMIRACL-hi_cosine_ndcg@10": 0.6157970155676352, | |
| "NanoMIRACL-id_cosine_ndcg@10": 0.656938278826782, | |
| "NanoMIRACL-ja_cosine_ndcg@10": 0.6269369051853845, | |
| "NanoMIRACL-ko_cosine_ndcg@10": 0.5944354127162638, | |
| "NanoMIRACL-ru_cosine_ndcg@10": 0.7159646473373542, | |
| "NanoMIRACL-sw_cosine_ndcg@10": 0.5656108922525411, | |
| "NanoMIRACL-te_cosine_ndcg@10": 0.9386391949847088, | |
| "NanoMIRACL-th_cosine_ndcg@10": 0.7792507958853974, | |
| "NanoMIRACL-yo_cosine_ndcg@10": 0.6907384653898725, | |
| "NanoMIRACL-zh_cosine_ndcg@10": 0.6344802314104463, | |
| "NanoMIRACL_mean_cosine_ndcg@10": 0.6747877783323876 | |
| }, | |
| "summary": { | |
| "NanoArguAna_mean_ndcg@10": 0.49946905572549927, | |
| "NanoClimateFEVER-ja_mean_ndcg@10": 0.35233710769938187, | |
| "NanoClimateFEVER_mean_ndcg@10": 0.2762952444548678, | |
| "NanoDBPedia-ja_mean_ndcg@10": 0.5792733395527497, | |
| "NanoDBPedia_mean_ndcg@10": 0.5578189519284785, | |
| "NanoFEVER-ja_mean_ndcg@10": 0.724125971143851, | |
| "NanoFEVER_mean_ndcg@10": 0.7977775878693328, | |
| "NanoFiQA2018-ja_mean_ndcg@10": 0.3222650200367273, | |
| "NanoFiQA2018_mean_ndcg@10": 0.3243882573066615, | |
| "NanoHotpotQA-ja_mean_ndcg@10": 0.6701411332471646, | |
| "NanoHotpotQA_mean_ndcg@10": 0.7416132572210601, | |
| "NanoMSMARCO-ja_mean_ndcg@10": 0.4945060711606406, | |
| "NanoMSMARCO_mean_ndcg@10": 0.4732463048264413, | |
| "NanoNFCorpus-ja_mean_ndcg@10": 0.2799070812314455, | |
| "NanoNFCorpus_mean_ndcg@10": 0.28659175055370834, | |
| "NanoNQ-ja_mean_ndcg@10": 0.5403929314434924, | |
| "NanoNQ_mean_ndcg@10": 0.47901010889360535, | |
| "NanoQuoraRetrieval-ja_mean_ndcg@10": 0.8935715249766721, | |
| "NanoQuoraRetrieval_mean_ndcg@10": 0.8307165948334699, | |
| "NanoSCIDOCS-ja_mean_ndcg@10": 0.34071630056860536, | |
| "NanoSCIDOCS_mean_ndcg@10": 0.31933584744766974, | |
| "NanoSciFact_mean_ndcg@10": 0.6344163638808986, | |
| "NanoTouche2020_mean_ndcg@10": 0.4335759729678913, | |
| "all_mean_ndcg@10": 0.5386529933597441, | |
| "nano_fineweb2ir_mean_ndcg@10": 0.9400452766909018, | |
| "nano_miracl_mean_ndcg@10": 0.6747877783323876 | |
| }, | |
| "timestamp_utc": "2026-07-06T18:00:23.553943+00:00" | |
| } |