Model: wwydmanski/specter2_pubmed-v0.7-full
Author: wwydmanski
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:57306, 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:57306, loss:MultipleNegativesRankingLoss
base_model: allenai/specter2_base
widget: source_sentence: UCLR RTS timing
sentences: Timing without a timer. , Global structural changes in annexin 12. The roles of phospholipid, Ca2+, and pH. , Length of time between surgery and return to sport after ulnar collateral ligament reconstruction in Major League Baseball pitchers does not predict need for revision surgery. , source_sentence: Levofloxacin efficacy in bone and joint infections
sentences: Levofloxacin. , Squamous cell carcinoma of the uterine cervix producing granulocyte colony-stimulating factor: a report of 4 cases and a review of the literature. , Levofloxacin at the usual dosage to treat bone and joint infections: a cohort analysis. , source_sentence: Electrical impedance tomography in Barrett's oesophagus
sentences: Barrett's oesophagus: epidemiology, diagnosis and clinical management. , Assessing the conditions for in vivo electrical virtual biopsies in Barrett's oesophagus. , Serum aminoterminal propeptide of type III procollagen: a potential predictor of the response to growth hormone therapy. , source_sentence: Population Aging Theory
sentences: A cybernetic theory of aging. , [In process]. , Robine and Michel's "Looking forward to a general theory on population aging": commentary. , source_sentence: Algesimetric study of hypoalgesic effect
sentences: Regulation of ATG4B stability by RNF5 limits basal levels of autophagy and influences susceptibility to bacterial infection. , [Pain analysis is basis for correct choice of therapeutic method]. , [Experimental algesimetric study of the hypoalgesic effect of body acupuncture]. 
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: 0.02
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.06
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.08
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.22
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.02
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.02
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.016
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.022000000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.01
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.05
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.07
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.19
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.08358031930860417
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.060047619047619044
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.05702682179889267
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoMSMARCO
type: NanoMSMARCO
metrics: type: cosine_accuracy@1
value: 0.12
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.3
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.34
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.44
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.12
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.068
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.044000000000000004
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.12
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.34
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.44
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2718119392465092
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.21891269841269842
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.22988006901512154
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: 0.06999999999999999
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.18
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.21000000000000002
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.33
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.06999999999999999
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.060000000000000005
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.042
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.033
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.065
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.175
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.20500000000000002
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.315
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.17769612927755668
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.13948015873015873
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.1434534454070071
name: Cosine Map@100
verified: no
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Created: 2025-03-05 17:18:11