Model: Corran/SciTopicNomicEmbed
Author: Corran
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, nomic_bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:35964, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, custom_code, en, dataset:Corran/SciTopicTriplets, 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:35964, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/nomic-embed-text-v1.5
widget: source_sentence: Despite the crucial role of phosphorus in global food production, there is a lack of comprehensive analysis on the economic and policy aspects of phosphorus supply and demand, highlighting a significant knowledge gap in the field of natural resource economics.
sentences: The human brain is intrinsically organized into dynamic, anticorrelated functional networks, The story of phosphorus: Global food security and food for thought, Identifying a knowledge gap in the field of study, source_sentence: Despite the comprehensive data sources used in this analysis, it is important to note that uncertainties remain in the estimation of global precipitation, particularly in data-sparse regions, and careful interpretation of the findings is advised.
sentences: The shuttle radar topography mission—a new class of digital elevation models acquired by spaceborne radar, Advising cautious interpretation of the findings, Global Precipitation: A 17-Year Monthly Analysis Based on Gauge Observations, Satellite Estimates, and Numerical Model Outputs, source_sentence: The study found that participants' value functions were characterized by loss aversion, risk aversion, and the concavity of the utility function in gains and the convexity in losses.
sentences: Ordered mesoporous molecular sieves synthesized by a liquid-crystal template mechanism, Prospect theory: An analysis of decision under risk, Summarising the results section, source_sentence: Further research is needed to explore the potential role of individual amino acids in optimizing protein intake and promoting optimal health outcomes.
sentences: Suggestions for future work, Validation of a modified Early Warning Score in medical admissions, Dietary Reference Intakes for Energy, Carbohydrate, Fiber, Fat, Fatty Acids, Cholesterol, Protein and Amino Acids, source_sentence: The IANA Task Force (2021) builds upon previous research suggesting that slower gait speed is associated with increased risk of adverse outcomes in older adults (Levine et al., 2015; Schoenfeld et al., 2016).
sentences: Transdisciplinary research in sustainability science: practice, principles, and challenges, Gait speed at usual pace as a predictor of adverse outcomes in community-dwelling older people an International Academy on Nutrition and Aging (IANA) Task Force, Referring to another writer’s idea(s) or position
datasets: Corran/SciTopicTriplets
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: nomic-ai/nomic-embed-text-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: SciGen Eval Set
type: SciGen-Eval-Set
metrics: type: cosine_accuracy@1
value: 0.19750889679715303
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5547153024911032
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.81605871886121
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9893238434163701
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.19750889679715303
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1849051008303677
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16321174377224199
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.098932384341637
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19750889679715303
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5547153024911032
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.81605871886121
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9893238434163701
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5663698287874538
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.43265442297915546
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.433292401944685
name: Cosine Map@100
verified: no
Likes: 1 | All-time downloads: 236
Created: 2025-02-02 23:02:32