Model: tessimago/bge-large-repmus-cross_entropy
Author: tessimago
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1024, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:BAAI/bge-large-en-v1.5, base_model:finetune:BAAI/bge-large-en-v1.5, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-large-en-v1.5
Card metadata: base_model: BAAI/bge-large-en-v1.5
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
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1024, loss:MultipleNegativesRankingLoss
widget: source_sentence: After rescue, survivors may require hospital treatment. This must be provided as quickly as possible. The SMC should consider having ambulance and hospital facilities ready.
sentences: What should the SMC consider having ready after a rescue?, What is critical for mass rescue operations?, What can computer programs do to relieve the search planner of computational burden?, source_sentence: SMCs conduct communication searches when facts are needed to supplement initially reported information. Efforts are continued to contact the craft, to find out more about a possible distress situation, and to prepare for or to avoid a search effort. Section 3.5 has more information on communication searches.MEDICO Communications
sentences: What is generally produced by dead-reckoning navigation alone for search aircraft?, What should be the widths of rectangular areas to be covered with a PS pattern and the lengths of rectangular areas to be covered with a CS pattern?, What is the purpose of SMCs conducting communication searches?, source_sentence: SAR facilities include designated SRUs and other resources which can be used to conduct or support SAR operations. An SRU is a unit composed of trained personnel and provided with equipment suitable for the expeditious and efficient conduct of search and rescue. An SRU can be an air, maritime, or land-based facility. Facilities selected as SRUs should be able to reach the scene of distress quickly and, in particular, be suitable for one or more of the following operations:– providing assistance to prevent or reduce the severity of accidents and the hardship of survivors, e.g., escorting an aircraft, standing by a sinking vessel;– conducting a search;– delivering supplies and survival equipment to the scene;– rescuing survivors;– providing food, medical or other initial needs of survivors; and– delivering the survivors to a place of safety. 
sentences: What are the types of SAR facilities that can be used to conduct or support SAR operations?, What is the scenario in which a simulated communication search is carried out and an air search is planned?, What is discussed in detail in various other places in this Manual?, source_sentence: Support facilities enable the operational response resources (e.g., the RCC and SRUs) to provide the SAR services. Without the supporting resources, the operational resources cannot sustain effective operations. There is a wide range of support facilities and services, which include the following:Training facilities Facility maintenanceCommunications facilities Management functionsNavigation systems Research and developmentSAR data providers (SDPs) PlanningMedical facilities ExercisesAircraft landing fields Refuelling servicesVoluntary services (e.g., Red Cross) Critical incident stress counsellors Computer resources
sentences: How many ways are there to train SAR specialists and teams?, What types of support facilities are mentioned in the context?, What is the duration of a prolonged blast?, source_sentence: Sound funding decisions arise out of accurate assessments made of the SAR system. To measure the performance or effectiveness of a SAR system usually requires collecting information or statistics and establishing agreed-upon goals. All pertinent information should be collected, including where the system failed to perform as it should have; failures and successes provide valuable information in assessing effectiveness and determining means to improve. 
sentences: What is required to measure the performance or effectiveness of a SAR system?, What is the purpose of having an SRR?, What is the effect of decreasing track spacing on the area that can be searched?
model-index: name: SentenceTransformer based on BAAI/bge-large-en-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.7719298245614035
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9298245614035088
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.956140350877193
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7719298245614035
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3099415204678363
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1912280701754386
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7719298245614035
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9298245614035088
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.956140350877193
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8884520476480379
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8524470899470901
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.85244708994709
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: 0.7543859649122807
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9122807017543859
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.956140350877193
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9912280701754386
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7543859649122807
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.304093567251462
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1912280701754386
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09912280701754386
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7543859649122807
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9122807017543859
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.956140350877193
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9912280701754386
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8791120820747885
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8425438596491228
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8431704260651629
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: 0.7456140350877193
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8947368421052632
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9385964912280702
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9649122807017544
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7456140350877193
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2982456140350877
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18771929824561406
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09649122807017543
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7456140350877193
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8947368421052632
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9385964912280702
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9649122807017544
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8623224236283672
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8287628794207742
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8310819942011893
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: 0.7017543859649122
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8245614035087719
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8771929824561403
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9385964912280702
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7017543859649122
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27485380116959063
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17543859649122803
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09385964912280703
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7017543859649122
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8245614035087719
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8771929824561403
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9385964912280702
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8146917044508328
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7757031467557786
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7788889950899075
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: 0.6228070175438597
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7543859649122807
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7894736842105263
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8596491228070176
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6228070175438597
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.25146198830409355
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15789473684210523
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08596491228070174
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6228070175438597
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7543859649122807
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7894736842105263
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8596491228070176
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7406737402395112
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.703104984683932
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.71092932980045
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 153
Created: 2024-09-23 14:28:02