{"model":{"name":"Octen/Octen-Embedding-8B","url":"https://huggingface.co/Octen/Octen-Embedding-8B","zeroShotPct":73,"activeParamsB":6.946,"totalParamsB":7.567,"embeddingDim":4096,"maxTokens":32768.0,"releaseDate":"2025-12-23","modelType":"dense","instructionTuned":true,"openWeights":true,"openness":{"open weights":true,"open license":true,"open training code":false,"open training data":false,"paper":false,"model card":true},"opennessScore":3,"sentenceTransformersCompatible":true,"modalities":["text"],"languages":["Afrikaans","Arabic","Armenian","Azerbaijani","Basque","Belarusian","Bengali","Bulgarian","Burmese","Catalan","Cebuano","Chinese","Croatian","Czech","Danish","Dutch","English","Estonian","Finnish","French","Galician","Georgian","German","Gujarati","Haitian","Hebrew","Hindi","Hungarian","Icelandic","Indonesian","Italian","Japanese","Javanese","Kannada","Kazakh","Khmer","Kirghiz","Korean","Lao","Latvian","Lithuanian","Macedonian","Malay (macrolanguage)","Malayalam","Marathi","Modern Greek (1453-)","Mongolian","Nepali (macrolanguage)","Norwegian","Norwegian Bokmål","Norwegian Nynorsk","Panjabi","Persian","Polish","Portuguese","Quechua (Latin)","Romanian","Russian","Sinhala","Slovak","Slovenian","Spanish","Swahili (macrolanguage)","Tagalog","Tamil","Telugu","Thai","Turkish","Ukrainian","Urdu","Vietnamese","Welsh","Yoruba"],"citation":null,"memoryUsageMb":14433.0,"license":"apache-2.0","publicTrainingCode":null,"publicTrainingData":null,"adaptedFrom":"Qwen/Qwen3-Embedding-8B","supersededBy":null,"extraRequirementsGroups":null,"trainingDatasets":["CMedQAv2-reranking","CodeSearchNet","DuRetrieval","FEVER","HotpotQA","MIRACLRetrieval","MMarcoReranking","MSMARCO","MrTidyRetrieval","NQ","T2Retrieval"]},"rows":[{"benchmarkName":"MTEB(nld, v1)","benchmarkDisplayName":"Dutch","rank":1,"totalModels":256,"meanTask":0.6564875833333333,"meanTaskType":0.7019160039682539,"zeroShotPct":100,"taskTypes":["Clustering","PairClassification","Classification","Retrieval","STS","MultilabelClassification","Reranking"],"scoresByTaskType":{"Clustering":0.4980945,"PairClassification":0.8212569999999999,"Classification":0.7279356944444445,"Retrieval":0.6665808333333333,"STS":0.8685769999999999,"MultilabelClassification":0.414957,"Reranking":0.91601}},{"benchmarkName":"RTEB(Law, beta)","benchmarkDisplayName":"RTEB Legal","rank":1,"totalModels":264,"meanTask":0.7758149999999999,"meanTaskType":null,"zeroShotPct":100,"taskTypes":[],"scoresByTaskType":{}},{"benchmarkName":"RTEB(eng, beta)","benchmarkDisplayName":"RTEB English","rank":3,"totalModels":294,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":[],"scoresByTaskType":{}},{"benchmarkName":"RTEB(beta)","benchmarkDisplayName":"RTEB Multilingual","rank":3,"totalModels":294,"meanTask":null,"meanTaskType":null,"zeroShotPct":94,"taskTypes":[],"scoresByTaskType":{}},{"benchmarkName":"FollowIR","benchmarkDisplayName":"Instruction Following","rank":5,"totalModels":204,"meanTask":0.08896266666666668,"meanTaskType":0.08896266666666668,"zeroShotPct":100,"taskTypes":["InstructionReranking"],"scoresByTaskType":{"InstructionReranking":0.08896266666666668}},{"benchmarkName":"RTEB(fin, beta)","benchmarkDisplayName":"RTEB Finance","rank":6,"totalModels":110,"meanTask":0.8318833333333333,"meanTaskType":null,"zeroShotPct":100,"taskTypes":[],"scoresByTaskType":{}},{"benchmarkName":"MTEB(Multilingual, v2)","benchmarkDisplayName":"Multilingual","rank":7,"totalModels":487,"meanTask":0.678416442578202,"meanTaskType":0.6027607317536273,"zeroShotPct":99,"taskTypes":["Classification","STS","Reranking","Clustering","BitextMining","Retrieval","PairClassification","InstructionReranking","MultilabelClassification"],"scoresByTaskType":{"Classification":0.6668300211908759,"STS":0.8127400587121212,"Reranking":0.6763658194444444,"Clustering":0.55683439948842,"BitextMining":0.8034862451391085,"Retrieval":0.7161284597636336,"PairClassification":0.8512434632034632,"InstructionReranking":0.08896266666666668,"MultilabelClassification":0.252255452173913}},{"benchmarkName":"RTEB(Code, beta)","benchmarkDisplayName":"RTEB Code","rank":7,"totalModels":251,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":[],"scoresByTaskType":{}},{"benchmarkName":"RTEB(Health, beta)","benchmarkDisplayName":"RTEB Healthcare","rank":7,"totalModels":236,"meanTask":0.6785554545454546,"meanTaskType":null,"zeroShotPct":100,"taskTypes":[],"scoresByTaskType":{}},{"benchmarkName":"MTEB(Multilingual, v1)","benchmarkDisplayName":"Multilingual","rank":9,"totalModels":487,"meanTask":null,"meanTaskType":null,"zeroShotPct":99,"taskTypes":["Classification","STS","BitextMining","Clustering","Reranking","PairClassification","Retrieval","MultilabelClassification","InstructionReranking"],"scoresByTaskType":{"Classification":0.666830021190876,"STS":0.8127400587121212,"BitextMining":0.8034862451391085,"Reranking":0.6763658194444444,"PairClassification":0.851243463203463,"Retrieval":0.7161284597636336,"MultilabelClassification":0.25225545217391304,"InstructionReranking":0.08896266666666668}},{"benchmarkName":"RTEB(deu, beta)","benchmarkDisplayName":"RTEB German","rank":10,"totalModels":231,"meanTask":0.7405,"meanTaskType":null,"zeroShotPct":100,"taskTypes":[],"scoresByTaskType":{}},{"benchmarkName":"RTEB(fra, beta)","benchmarkDisplayName":"RTEB French","rank":11,"totalModels":233,"meanTask":0.6142463636363636,"meanTaskType":null,"zeroShotPct":100,"taskTypes":[],"scoresByTaskType":{}},{"benchmarkName":"MTEB(Europe, v1)","benchmarkDisplayName":"European","rank":25,"totalModels":415,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Classification","PairClassification","Retrieval","Reranking","BitextMining","STS","Clustering","InstructionReranking","MultilabelClassification"],"scoresByTaskType":{"Reranking":0.6484107676767676,"BitextMining":0.9310545933339148,"Clustering":0.4779453842592592,"InstructionReranking":0.08896266666666668,"MultilabelClassification":0.2047301304347826}},{"benchmarkName":"MTEB(Africa, v1, lite)","benchmarkDisplayName":"African Lite","rank":27,"totalModels":212,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Classification","BitextMining","Clustering","PairClassification","Retrieval","MultilabelClassification"],"scoresByTaskType":{"BitextMining":0.6744438652777778,"Clustering":0.3194975555555556,"Retrieval":0.6855044444444444}},{"benchmarkName":"MTEB(slk, v1)","benchmarkDisplayName":"Slovak","rank":36,"totalModels":215,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Classification","Clustering","BitextMining","Reranking","STS","PairClassification","Retrieval"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(Africa, v1)","benchmarkDisplayName":"African","rank":48,"totalModels":324,"meanTask":null,"meanTaskType":null,"zeroShotPct":91,"taskTypes":["BitextMining","Retrieval","Any2AnyMultilingualRetrieval","Classification","Reranking","Clustering","PairClassification","STS","MultilabelClassification"],"scoresByTaskType":{"BitextMining":0.5997845550070621,"STS":0.5995515}},{"benchmarkName":"MTEB(kor, v2)","benchmarkDisplayName":"Korean","rank":53,"totalModels":266,"meanTask":null,"meanTaskType":null,"zeroShotPct":85,"taskTypes":["STS","Retrieval","PairClassification","Classification","Reranking","Clustering"],"scoresByTaskType":{}},{"benchmarkName":"MINERSBitextMining","benchmarkDisplayName":"MINERSBitextMining","rank":55,"totalModels":201,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["BitextMining"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(Law, v1)","benchmarkDisplayName":"Legal","rank":70,"totalModels":264,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Retrieval"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(Indic, v1)","benchmarkDisplayName":"Indic","rank":90,"totalModels":224,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Classification","PairClassification","Reranking","Retrieval","BitextMining","Clustering","STS"],"scoresByTaskType":{"PairClassification":0.83283,"Reranking":0.8854200000000001,"Clustering":0.5460441904761905,"STS":0.61882}},{"benchmarkName":"MTEB(por, v1)","benchmarkDisplayName":"Portuguese","rank":92,"totalModels":247,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Classification","Retrieval","Reranking","STS","MultilabelClassification"],"scoresByTaskType":{"MultilabelClassification":0.21001}},{"benchmarkName":"Encodechka","benchmarkDisplayName":"Encodechka","rank":97,"totalModels":203,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["PairClassification","STS","Classification"],"scoresByTaskType":{"PairClassification":0.878122}},{"benchmarkName":"MTEB(fas, v2)","benchmarkDisplayName":"Persian","rank":103,"totalModels":292,"meanTask":null,"meanTaskType":null,"zeroShotPct":88,"taskTypes":["Retrieval","Clustering","BitextMining","Reranking","Classification","PairClassification","STS"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(tha, v1)","benchmarkDisplayName":"Thai","rank":119,"totalModels":230,"meanTask":null,"meanTaskType":null,"zeroShotPct":80,"taskTypes":["Retrieval","Classification","PairClassification","Clustering","Reranking"],"scoresByTaskType":{"PairClassification":0.857106,"Clustering":0.594759}},{"benchmarkName":"MTEB(fas, v1)","benchmarkDisplayName":"Persian","rank":125,"totalModels":257,"meanTask":null,"meanTaskType":null,"zeroShotPct":91,"taskTypes":["Retrieval","Clustering","STS","Classification","Reranking","PairClassification","BitextMining"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(cmn, v1)","benchmarkDisplayName":"Chinese","rank":145,"totalModels":264,"meanTask":null,"meanTaskType":null,"zeroShotPct":83,"taskTypes":["Reranking","Retrieval","STS","Classification","Clustering","PairClassification"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(spa, v1)","benchmarkDisplayName":"Spanish","rank":156,"totalModels":228,"meanTask":null,"meanTaskType":null,"zeroShotPct":87,"taskTypes":["STS","Retrieval","PairClassification","Clustering","Classification","Reranking"],"scoresByTaskType":{"PairClassification":0.82043425}},{"benchmarkName":"RAR-b","benchmarkDisplayName":"Reasoning as retrieval","rank":166,"totalModels":209,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Retrieval"],"scoresByTaskType":{}},{"benchmarkName":"JMTEB-lite(v1)","benchmarkDisplayName":"Japanese","rank":168,"totalModels":251,"meanTask":null,"meanTaskType":null,"zeroShotPct":89,"taskTypes":["Reranking","Classification","STS","Clustering","Retrieval"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(rus, v1.1)","benchmarkDisplayName":"Russian","rank":172,"totalModels":255,"meanTask":null,"meanTaskType":null,"zeroShotPct":91,"taskTypes":["Classification","STS","Retrieval","Clustering","Reranking","PairClassification","MultilabelClassification"],"scoresByTaskType":{"PairClassification":0.664144}},{"benchmarkName":"MTEB(rus, v1)","benchmarkDisplayName":"Russian","rank":173,"totalModels":255,"meanTask":null,"meanTaskType":null,"zeroShotPct":91,"taskTypes":["Classification","Clustering","STS","Retrieval","Reranking","MultilabelClassification","PairClassification"],"scoresByTaskType":{"PairClassification":0.664144}},{"benchmarkName":"MTEB(eng, v2)","benchmarkDisplayName":"English","rank":174,"totalModels":351,"meanTask":null,"meanTaskType":null,"zeroShotPct":95,"taskTypes":["Clustering","Classification","PairClassification","Reranking","STS","Retrieval","Summarization"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(kor, v1)","benchmarkDisplayName":"Korean","rank":178,"totalModels":184,"meanTask":null,"meanTaskType":null,"zeroShotPct":66,"taskTypes":["Retrieval","Reranking","STS","Classification"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(fra, v1)","benchmarkDisplayName":"French","rank":179,"totalModels":250,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Clustering","PairClassification","Summarization","Retrieval","Classification","STS","Reranking"],"scoresByTaskType":{"PairClassification":0.771081}},{"benchmarkName":"JMTEB(v2)","benchmarkDisplayName":"Japanese","rank":180,"totalModels":251,"meanTask":null,"meanTaskType":null,"zeroShotPct":89,"taskTypes":["Clustering","Retrieval","Classification","Reranking","STS"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(jpn, v1)","benchmarkDisplayName":"Japanese","rank":184,"totalModels":248,"meanTask":null,"meanTaskType":null,"zeroShotPct":93,"taskTypes":["Classification","Clustering","Retrieval","STS","PairClassification","Reranking"],"scoresByTaskType":{"PairClassification":0.6750925}},{"benchmarkName":"LongEmbed","benchmarkDisplayName":"Long-context Retrieval","rank":185,"totalModels":206,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Retrieval"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(Medical, v1)","benchmarkDisplayName":"Medical","rank":185,"totalModels":389,"meanTask":null,"meanTaskType":null,"zeroShotPct":83,"taskTypes":["Retrieval","Clustering","Reranking"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(pol, v1)","benchmarkDisplayName":"Polish","rank":190,"totalModels":234,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["PairClassification","Classification","Clustering","STS"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(Scandinavian, v1)","benchmarkDisplayName":"Scandinavian","rank":194,"totalModels":246,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Classification","Retrieval","Clustering","BitextMining"],"scoresByTaskType":{"BitextMining":0.84797}},{"benchmarkName":"MTEB(deu, v1)","benchmarkDisplayName":"German","rank":198,"totalModels":265,"meanTask":null,"meanTaskType":null,"zeroShotPct":94,"taskTypes":["Classification","Clustering","Retrieval","PairClassification","Reranking","STS"],"scoresByTaskType":{}},{"benchmarkName":"CoIR","benchmarkDisplayName":"Code Information Retrieval","rank":206,"totalModels":268,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Retrieval"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(Code, v1)","benchmarkDisplayName":"Code","rank":207,"totalModels":269,"meanTask":null,"meanTaskType":null,"zeroShotPct":100,"taskTypes":["Retrieval"],"scoresByTaskType":{}},{"benchmarkName":"BEIR","benchmarkDisplayName":"BEIR","rank":231,"totalModels":321,"meanTask":null,"meanTaskType":null,"zeroShotPct":73,"taskTypes":["Retrieval"],"scoresByTaskType":{}},{"benchmarkName":"MTEB(eng, v1)","benchmarkDisplayName":"English","rank":250,"totalModels":353,"meanTask":null,"meanTaskType":null,"zeroShotPct":92,"taskTypes":["Retrieval","Classification","Clustering","PairClassification","STS","Reranking","Summarization"],"scoresByTaskType":{}}]}