Model: KaiserML/RhetoriBERT
Author: KaiserML
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, nomic_bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:35934, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, custom_code, en, dataset:Corran/SciGenTriplets, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:nomic-ai/nomic-embed-text-v1.5, base_model:finetune:nomic-ai/nomic-embed-text-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/nomic-embed-text-v1.5
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:35934, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/nomic-embed-text-v1.5
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: sentence-transformers/static-retrieval-mrl-en-v1
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: SciGen Eval Set
type: SciGen-Eval-Set
metrics: type: cosine_accuracy@1
value: 0.9000445235975066
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9452359750667854
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9641585040071238
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9853072128227961
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9000445235975066
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3150786583555951
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19283170080142473
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0985307212822796
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9000445235975066
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9452359750667854
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9641585040071238
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9853072128227961
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.941495085912059
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9276217685055616
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9283906979180744
name: Cosine Map@100
verified: no
Likes: 2 | All-time downloads: 521
Created: 2025-01-24 19:13:32