Model: yahyaabd/stsb-distilbert-base-ocl
Author: yahyaabd
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, distilbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:404290, loss:OnlineContrastiveLoss, en, dataset:sentence-transformers/quora-duplicates, arxiv:1908.10084, base_model:sentence-transformers/stsb-distilbert-base, base_model:finetune:sentence-transformers/stsb-distilbert-base, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/stsb-distilbert-base
Card metadata: language: en
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:404290, loss:OnlineContrastiveLoss
base_model: sentence-transformers/stsb-distilbert-base
widget: source_sentence: What does the lock symbol on my iPhone 6 means?
sentences: How did the Soviet Navy compare to the US Navy?, What does the iPhone icon with lock and arrow mean?, What is the importance of electrical engineering?, source_sentence: Why are blue and red neon lights illegal or restricted for commercial uses in Honduras?
sentences: Why are blue and red neon lights illegal or restricted for commercial uses in Colombia?, Why would I want a Raspberry Pi?, How do I see things as they are?, source_sentence: How will Hillary Clinton deal with russia?
sentences: What would have happened if Barty crouch Jr escaped the dementors and made it back to the graveyard?, How will Hillary Clinton deal with terrorism?, I am a commercial student who wishes to study accounting, but now I wish to study law. Is it possible?, source_sentence: What are the best managing skills?
sentences: What are the top skills of effective Product Managers?, How do I lose weight in a short time?, What are some good songs for lyrical dances?, source_sentence: What is the best fact checking sources that all Quorans will most trust?
sentences: Do people still write love letters?, Is working in McKinsey one of the best and surest ways to get into Harvard Business School?, What is the most memorable book that Quorans have read?
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 sentence-transformers/stsb-distilbert-base
results: task: type: binary-classification
name: Binary Classification
dataset: name: quora duplicates
type: quora-duplicates
metrics: type: cosine_accuracy
value: 0.869
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.813665509223938
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.8390243902439025
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.7617226243019104
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.7818181818181819
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.9052631578947369
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.8852756469769394
name: Cosine Ap
verified: no, type: cosine_mcc
value: 0.7337941850587686
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: 0.5427423938771084
name: Average Precision
verified: no, type: f1
value: 0.5532539228607665
name: F1
verified: no, type: precision
value: 0.5508021390374331
name: Precision
verified: no, type: recall
value: 0.5557276315132138
name: Recall
verified: no, type: threshold
value: 0.865865558385849
name: Threshold
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.9298
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9732
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.982
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9868
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9298
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4154
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.26792
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1417
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8009069531416296
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9349178789609083
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9610774822138647
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9765400300287947
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9525570390902354
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9522342063492065
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9400294978560327
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 9
Created: 2025-03-15 20:09:59