Model: kokojake/modernbert-embed-base-fitness-health-matryoshka-epoch-15
Author: kokojake
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:20792, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:kokojake/modernbert-embed-base-fitness-health-matryoshka-8-epochs-25k, base_model:finetune:kokojake/modernbert-embed-base-fitness-health-matryoshka-8-epochs-25k, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: kokojake/modernbert-embed-base-fitness-health-matryoshka-8-epochs-25k
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:20792, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: kokojake/modernbert-embed-base-fitness-health-matryoshka-8-epochs-25k
widget: source_sentence: caregiver, or family member after receiving training in the appropriate technique.
Vestibular training
Vestibular functions are specific sensory functions of the inner ear related to position, balance and movement. Vestibular therapy includes exercises and techniques 
to address symptoms of vestibular dysfunction, such as dizziness, visual or gaze 
disturbances and balance disorders. The exercises and techniques are practised
sentences: STZ-induced diabetes model for DCM research, vestibular training for family caregivers, duration and frequency of acupuncture sessions for back pain, source_sentence: Favours Control
FIGURE 8
Forest plot of the effects of exercise training versus control on visceral fat. Data are reported as SMD (95% conﬁdence limits). SMD, standardized
mean difference.
sentences: chronic symptoms and quality of life after traumatic brain injury, supported education intervention in school and university settings, exercise vs control on visceral fat SMD, source_sentence: tions that do not appear to have a relationship with exercise.
Consider the following case: a 30-year-old female at ABC fit-
ness center would like guidance on setting up an aerobic exercise program of moderate intensity. She has a heart rate monitor
and is interested in using heart rate to gauge her intensity. Hav-
ing completed the health screening questionnaire and other nec- essary documents, she meets with an exercise professional to de-
termine what heart rate range would be appropriate. Based on
the ACSM Guidelines, 64% to 76% of heart rate max is suggested for moderate intensity (1). An estimated maximal heart rate is
calculated based on her age (for simplicity in this example,
220 −age is used; for more information on estimation of maxi- mal heart rate see “Estimating Maximal Heart Rate” (23)). This re-
sults in an estimated maximal heart rate of 190 (calculated as 220–30 = 190) and a suggested range of 122–144 beats per minute
TABLE: Select Physiologic Responses and Examples of
Medication Class Effects (12)
Areas of Potential
Impact
Medication Class
sentences: IBS and mental health disorders research, ACSM Guidelines for moderate intensity aerobic exercise heart rate range, ginger extract and omega-3 fatty acids supplementation for diabetic cardiomyopathy, source_sentence: ● Overall assessment and training in 
abilities of self-care, managing the 
changing environment, returning to 
roles in the family and community.
© Handicap International
sentences: difference between exogenous and endogenous ketones, Bisphosphonates for heterotopic ossification, self-care and community reintegration training, source_sentence: Kasperczyk A, Kasperczyk S, Vendemiale G. An open-label, single-center 
pilot study to test the effects of an amino acid mixture in older patients admitted to internal medicine wards. Nutrition. 2020;69:110588.
	38.	 Paddon-Jones D, Rasmussen BB. Dietary protein recommendations and the prevention of sarcopenia. Curr Opin Clin Nutr Metab Care. 
2009;12(1):86–90. 39.	 MacKenzie-Shalders KL, King NA, Byrne NM, Slater GJ. Increasing Protein 
Distribution Has No Effect on Changes in Lean Mass During a Rugby Preseason. Int J Sport Nutr Exerc Metab. 2016;26(1):1–7. 40.	 Zanini B, Simonetto A, Zubani M, Castellano M, Gilioli G: The Effects of 
Cow-Milk Protein Supplementation in Elderly Population: Systematic Review and Narrative Synthesis. Nutrients. 2020, 12(9).
sentences: effect of sitting time on obesity and diabetes, dietary protein recommendations for sarcopenia prevention, alternative treatments for chronic lower back pain in older adults
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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
model-index: name: ModernBERT Embed base fitness health Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.5577672003461704
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5633924707918649
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5768065772392903
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6572912159238425
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5577672003461704
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5587768642723208
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.5546516659454782
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.488749459108611
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.07671206122845729
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.22954893017730485
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.37230530075054374
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.607515754908188
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5889008778621518
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5732042405884898
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6480888290704816
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: 0.5508437905668542
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5573344872349633
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5703158805711813
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6512332323669408
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5508437905668542
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.552141929900476
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.548334054521852
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.4848117697966249
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.07565244485079678
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.22624747899614794
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3669823430843505
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6015669568225397
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5828389278226814
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5666920799763724
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6430351850654122
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: 0.5499783643444396
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5543054954565123
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5707485936823886
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6538295110341843
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5499783643444396
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5505553151593826
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.5471224578104718
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.4856771960190394
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.07515575798786531
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.22481099241159822
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.36529494112791383
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6017858069285081
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5820878299131311
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5658907021628786
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6428043114206009
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: 0.5196884465599307
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5222847252271744
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5348334054521852
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6205106014712246
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5196884465599307
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5196884465599307
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.5151882302033751
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.45867589787970575
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.07059233617000817
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.21080992904878668
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.34166460612804184
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.564437701406452
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5472355538402842
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5342628079646684
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6136096665025225
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: 0.45261791432280396
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4552141929900476
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.475118996105582
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5551709216789269
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.45261791432280396
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4527621520265397
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.45114668974469935
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.4054954565123324
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.06187471238315029
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.18494725021120523
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3014507909034088
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5026563777104669
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4836333347992592
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.46809753903003604
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5520511526692713
name: Cosine Map@100
verified: no
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Created: 2025-04-11 06:05:12