Model: pavanmantha/bge-base-en-bioembed
Author: pavanmantha
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:4247, 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:4247, 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: Perry syndrome is a familial parkinsonism associated with central hypoventilation, mental depression, and weight loss.
sentences: List features of the Perry syndrome., Which is the main abnormality that arises with Sox9 locus duplication?, Was modafinil tested for schizophrenia treatment?, source_sentence: Yes. HDAC1 is required for GATA-1 transcription activity, global chromatin occupancy and hematopoiesis.
sentences: Is HDAC1 required for GATA-1 transcriptional activity?, Which cells are affected in radiation-induced leukemias?, Is phospholamban phosphorylated by Protein kinase A?, source_sentence: Long noncoding RNAs (lncRNAs) constitute the majority of transcripts in the mammalian genomes, and yet, their functions remain largely unknown. As part of the FANTOM6 project, the expression of 285 lncRNAs was systematically knocked down in human dermal fibroblasts. Cellular growth, morphological changes, and transcriptomic responses were quantified using Capped Analysis of Gene Expression (CAGE).The functional annotation of the mammalian genome 6 (FANTOM6) project aims to systematically map all human long noncoding RNAs (lncRNAs) in a gene-dependent manner through dedicated efforts from national and international teams
sentences: What delivery system is used for the Fluzone Intradermal vaccine?, What is dovitinib?, Which class of genomic elements was assessed as part of the FANTOM6 project?, source_sentence:  The proband had normal molecular analysis of the glypican 6 gene (GPC6), which was recently reported as a candidate for autosomal recessive omodysplasiaThe proband had normal molecular analysis of the glypican 6 gene (GPC6), which was recently reported as a candidate for autosomal recessive omodysplasiaThe glypican 6 gene (GPC6), which was recently reported as a candidate for autosomal recessive omodysplasia.Omodysplasia is a rare autosomal recessive disorder with a frequency of 1 in 50,000 newborn, and is associated with mutations in the GPC6 gene on chromosome 13.
sentences: What is the effect of ivabradine in heart failure with preserved ejection fraction?, What rare disease is associated with a mutation in the GPC6 gene on chromosome 13?, What is the effect of rHDL-apoE3 on endothelial cell migration?, source_sentence: Yes, numerous whole exome sequencing studies of ALzheimer patients have been conducted.
sentences: Is muscle regeneration possible in mdx mice with the use of induced mesenchymal stem cells?, Has whole exome sequencing been performed in Alzheimer patients?, How is connected "isolated Non-compaction cardiomyopathy" with dilated cardiomyopathy?
pipeline_tag: sentence-similarity
model-index: name: BGE base BioASQ Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.8516949152542372
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.940677966101695
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9576271186440678
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.961864406779661
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8516949152542372
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31355932203389825
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19152542372881357
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09618644067796611
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8516949152542372
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.940677966101695
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9576271186440678
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.961864406779661
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9149563623470877
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8990348399246703
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8999167242053622
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: 0.8516949152542372
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9449152542372882
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9555084745762712
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9597457627118644
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8516949152542372
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3149717514124293
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19110169491525428
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09597457627118645
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8516949152542372
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9449152542372882
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9555084745762712
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9597457627118644
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9136223756024043
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8979166666666664
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8990624087448101
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: 0.8389830508474576
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.934322033898305
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9470338983050848
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9597457627118644
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8389830508474576
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3114406779661017
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.189406779661017
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09597457627118645
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8389830508474576
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.934322033898305
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9470338983050848
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9597457627118644
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9053426368336166
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8872721616895344
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8879933659912613
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: 0.8241525423728814
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9110169491525424
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9322033898305084
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9470338983050848
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8241525423728814
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.30367231638418074
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1864406779661017
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09470338983050848
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8241525423728814
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9110169491525424
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9322033898305084
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9470338983050848
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8905411432220106
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8719422585418346
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8732028981082185
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 2455
Created: 2024-08-08 06:22:38