Model: manestay/bge-base-en-v1.5-mnrl-cl-multi
Author: manestay
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:200000, loss:MultipleNegativesRankingLoss, loss:ContrastiveLoss, en, dataset:sentence-transformers/quora-duplicates, arxiv:1908.10084, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: language: en
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:200000, loss:MultipleNegativesRankingLoss, loss:ContrastiveLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: What is the best sushi restaurant in Los Angeles, aside from Urasawa which is impractical for regular visits?
sentences: How do I stop feeling sorry for ignorant and arrogant people?, What are the best sushi restaurants in Los Angeles?, Why do people flirt on Quora?, source_sentence: Why are many Quora writers lonely and/ or unemployed?
sentences: Are writers on Quora mostly lonely or have no job (unemployed)?, What are the attributes of monkeys belongs to Japanese-macaque monkey Family?, I want to change the education system in India. How can I have such power?, source_sentence: What is the best, and painless way to kill myself?
sentences: What is a way to commit suicide and not damaging your organs so that they can be donated?, How do I beat insomnia?, What is the most painless way to commit suicide?, source_sentence: What are ETF'S and what is the difference between ETF'S and mutual funds?
sentences: What is the difference between ETF and mutual funds?, What's better, an index ETF or an index mutual fund?, Income Tax: How to check pan card status?, source_sentence: For what reasons can't the Olympics be held in India?
sentences: What are the best hotels to stay in Goa?, When will Olympics be held in India?, When will India qualify for the FIFA World Cup?
datasets: sentence-transformers/quora-duplicates
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy, cosine_accuracy_threshold, cosine_f1, cosine_f1_threshold, cosine_precision, cosine_recall, cosine_ap, cosine_mcc, average_precision, f1, precision, recall, threshold, 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 BAAI/bge-base-en-v1.5
results: task: type: binary-classification
name: Binary Classification
dataset: name: quora duplicates
type: quora-duplicates
metrics: type: cosine_accuracy
value: 0.833
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.8065301179885864
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.7630522088353413
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.745335042476654
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.6705882352941176
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.8850931677018633
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.8120519897128382
name: Cosine Ap
verified: no, type: cosine_mcc
value: 0.641402259734116
name: Cosine Mcc
verified: no, task: type: paraphrase-mining
name: Paraphrase Mining
dataset: name: quora duplicates dev
type: quora-duplicates-dev
metrics: type: average_precision
value: 0.6286866338232051
name: Average Precision
verified: no, type: f1
value: 0.6032452480296708
name: F1
verified: no, type: precision
value: 0.5627297495999654
name: Precision
verified: no, type: recall
value: 0.6500474596592896
name: Recall
verified: no, type: threshold
value: 0.7944510877132416
name: Threshold
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.9732
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9944
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9958
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9994
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9732
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.432
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.27652
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.14606
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8392449568046333
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9654790046130339
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9826052435636259
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9955256342023989
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9852328208350886
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.983879365079365
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9794253454223505
name: Cosine Map@100
verified: no
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Created: 2025-06-11 20:58:44