Model: wwydmanski/specter2_pubmed-v0.7
Author: wwydmanski
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:57566, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:allenai/specter2_base, base_model:finetune:allenai/specter2_base, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: allenai/specter2_base
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:57566, loss:MultipleNegativesRankingLoss
base_model: allenai/specter2_base
widget: source_sentence: Cannabis evolution
sentences: The cannabis conundrum. , Dawn and decline of the holy smoke. , [Computer-assisted system for interstitial hyperthermia]. , source_sentence: Lateral Ventricle AT/RT
sentences: Improved Assessment of Pathological Regurgitation in Patients with Prosthetic Heart Valves by Multiplane Transesophageal Echocardiography. , [Surgical anatomy of the lateral ventricles]. , Lateral Ventricle Atypical Teratoid/Rhabdoid Tumor (AT/RT): Case Report and Review of Literature. , source_sentence: Parkinsonian motor fluctuations
sentences: Basic mechanisms of motor fluctuations. , Nonmotor Fluctuations in Parkinson's Disease. , Sodium conductance in calcium channels of single smooth muscle cells of guinea-pig taenia caeci. , source_sentence: Phagocytic Assay
sentences: Assay for phagocytosis. , Opsonophagocytic assay. , Clinical evaluation of synthetic aperture sequential beamforming ultrasound in patients with liver tumors. , source_sentence: Content validity assessment
sentences: Content validity is naught. , Male requires a higher median target effect-site concentration of propofol for I-gel placement when combined with dexmedetomidine. , Establishing content-validity of a disease-specific health-related quality of life instrument for patients with chronic hypersensitivity pneumonitis. 
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: SentenceTransformer based on allenai/specter2_base
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoNQ
type: NanoNQ
metrics: type: cosine_accuracy@1
value: 0.04
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.2
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.22
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.3
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.04
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.06666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.044000000000000004
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.03
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.03
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.18
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.2
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.27
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.15735897323110787
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.13194444444444445
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.13092350353731416
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoMSMARCO
type: NanoMSMARCO
metrics: type: cosine_accuracy@1
value: 0.2
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.36
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.42
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.52
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.12
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.084
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.052000000000000005
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.36
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.42
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.52
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.35375176104312445
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.30138095238095236
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.31610409814616347
name: Cosine Map@100
verified: no, task: type: nano-beir
name: Nano BEIR
dataset: name: NanoBEIR mean
type: NanoBEIR_mean
metrics: type: cosine_accuracy@1
value: 0.12000000000000001
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.28
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.32
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.41000000000000003
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.12000000000000001
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.09333333333333332
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.064
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.041
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.115
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.27
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.31
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.395
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.25555536713711613
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.21666269841269842
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.22351380084173883
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 23
Created: 2025-03-05 10:12:19