Model: sartifyllc/bge-base-swahili-matryoshka
Author: sartifyllc
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:282883, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: language: en
license: apache-2.0
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:282883, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
widget: source_sentence: Mwanamke anashona.
sentences: Mwanamke akishona blanketi pamoja., Lakini Sir James alimkatiza., Kwa kuongezea, wabunifu mashuhuri sasa wana maduka ya rejareja katika hoteli kadhaa za ununuzi., source_sentence: Mtandao huwawezesha watu kununua vitu.
sentences: Mwanamke fulani anakata kipande cha jibini., Hakuna hata mmoja wa wafadhili hawa anayeweza kuruhusu kuacha sasa, haswa na uchumi unaoteseka ndani na kitaifa., Kwa vyovyote vile, kama ningekuwa na nia ya kununua kitabu hicho, ningekuwa na nafasi nzuri zaidi ya kujadili bei nzuri., source_sentence: Je, kweli wewe ni hivyo gullible, Dave Hanson?
sentences: Mwanamume amesimama katika mashua paddling kuelekea pwani lined na fanicha na vitu vingine kubwa., Dave Hanson, je, unaamini kila kitu wanachosema?, Wasichana watatu wakifanya mchezo wa kuigiza jukwaani., source_sentence: Wanandoa wakitembea pamoja.
sentences: Mwanamume aliyevalia koti la manjano anatembea kando ya gari la kubebea watu., Wenzi wa ndoa wazee wanatembea barabarani wakishikamana mikono., Msichana mdogo anapanda kwenye kifaa cha kamba., source_sentence: Kuna masuala ya sera.
sentences: Mwanamke mwenye makunyanzi sana akishikilia miwani yake na kutembea kwenye barabara ya jiji., Mwanamume anayeigiza kwa ajili ya umati wa watu., Masuala ya sera ya mbinu nyingi na maombi.
pipeline_tag: sentence-similarity
model-index: name: BGE base Swahili Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.26803894120641386
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.3499618223466531
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3858806312038687
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.43318910664291166
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.26803894120641386
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.11665394078221768
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.07717612624077373
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.043318910664291166
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.26803894120641386
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3499618223466531
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3858806312038687
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.43318910664291166
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.34611891078942064
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3188061049905684
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3251959746415499
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.26552557902774243
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.34601679816747266
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3810766098243828
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.4290850089081191
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.26552557902774243
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.11533893272249085
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.07621532196487656
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04290850089081191
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.26552557902774243
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.34601679816747266
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3810766098243828
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4290850089081191
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3425120728009226
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.31538232445349546
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.32174207802147353
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.2576355306693815
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.33790404683125475
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.37165945533214556
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.41950878086026977
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2576355306693815
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1126346822770849
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.07433189106642912
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.041950878086026974
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2576355306693815
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.33790404683125475
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.37165945533214556
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.41950878086026977
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3338740008089949
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.30705069547968683
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3134101334652913
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.24494146093153474
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.3218694324255536
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3557202850598117
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.402901501654365
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.24494146093153474
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.10728981080851785
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.07114405701196233
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0402901501654365
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.24494146093153474
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3218694324255536
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3557202850598117
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.402901501654365
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3191027723891013
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.2928823673781056
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.299205934269314
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.21936243318910664
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.2918045304148638
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3234601679816747
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.3698778315092899
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.21936243318910664
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0972681768049546
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.06469203359633495
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.03698778315092899
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.21936243318910664
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.2918045304148638
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3234601679816747
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.3698778315092899
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2897472677253453
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.26472963050495346
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2710377326397304
name: Cosine Map@100
verified: no
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Created: 2024-06-16 15:17:48