Model: Corran/SciGenNomicEmbedStatic
Author: Corran
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:35934, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, dataset:Corran/SciGenTriplets, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, model-index, endpoints_compatible, region:us
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:35934, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: Stating purpose of the current research with reference to gaps or issues in the literature
sentences: During the 15-year study, 10% of the osseointegrated implants in the edentulous jaw showed signs of peri-implantitis, leading to their failure., This paper provides an in-depth exploration of the qualitative case study methodology, addressing the lack of comprehensive guidance for novice researchers in this area., As a novice researcher in management science, I have been drawn to the qualitative case study methodology due to its ability to provide rich, in-depth insights into complex real-world situations., source_sentence: Indicating missing, weak, or contradictory evidence
sentences: This paper contributes to the literature on the financial system by examining the relationship between bank size, bank capital, and the bank lending channel using a unique dataset of US banks during the global financial crisis., A total of 150 patients with a clinical diagnosis of osteoarthritis of the hip or knee, according to the American College of Rheumatology criteria, were included in the study., Despite the widespread use of the WOMAC (Western Ontario and McMaster Universities Osteoarthritis Index) questionnaire in clinical practice and research, there is a lack of consensus regarding its responsiveness to antirheumatic drug therapy in patients with osteoarthritis of the hip or knee., source_sentence: Establishing the importance of the topic for the world or society: time frame given
sentences: The Th/Hf ratios of the basaltic lavas from the British Tertiary Volcanic Province range from 4.2 to 5.5, as shown in Table 1., The use of organometal halide perovskites as visible-light sensitizers for photovoltaic cells has gained significant attention in the optoelectronics community due to their promising photovoltaic performance and cost-effective fabrication since the late 2000s., Table 1 summarizes the power conversion efficiencies (PCEs) and certifications of the best-performing perovskite solar cells reported in the literature., source_sentence: Describing the research design and the methods used
sentences: This study aims to evaluate the efficacy and safety of preoperative radiotherapy followed by total mesorectal excision in the treatment of resectable rectal cancer., TREE-PUZZLE's parallel computing implementation significantly reduces the time required for maximum likelihood phylogenetic analysis compared to traditional methods, supporting previous findings of the importance of parallelization in phylogenetics., This study investigates the efficacy of preoperative radiotherapy followed by total mesorectal excision in the treatment of resectable rectal cancer., source_sentence: Surveys and interviews: Introducing excerpts from interview data
sentences: Previous research on international trade under the WTO regime has explored various approaches to understanding the uneven promotion of trade (Hoekstra & Kostecki, 2001; Cline, 2004, ...)., Through surveys and interviews, multiliterate teachers expressed a shared belief in the importance of fostering students' ability to navigate multiple discourse communities., The authors employ a constructivist approach to learning, where students build knowledge through active engagement with multimedia texts and collaborative discussions.
datasets: Corran/SciGenTriplets
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
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: SciGen Eval Set
type: SciGen-Eval-Set
metrics: type: cosine_accuracy@1
value: 0.8918076580587712
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9307658058771149
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9481300089047195
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9668299198575245
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8918076580587712
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3102552686257049
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18962600178094388
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09668299198575243
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8918076580587712
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9307658058771149
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9481300089047195
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9668299198575245
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9279217256301748
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9156546382281018
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9171082586239344
name: Cosine Map@100
verified: no
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Created: 2025-01-25 17:20:54