Model: srikarvar/multilingual-e5-small-pairclass-3
Author: srikarvar
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:971, loss:OnlineContrastiveLoss, arxiv:1908.10084, base_model:intfloat/multilingual-e5-small, base_model:finetune:intfloat/multilingual-e5-small, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: intfloat/multilingual-e5-small
Card metadata: base_model: intfloat/multilingual-e5-small
library_name: sentence-transformers
metrics: cosine_accuracy, cosine_accuracy_threshold, cosine_f1, cosine_f1_threshold, cosine_precision, cosine_recall, cosine_ap, dot_accuracy, dot_accuracy_threshold, dot_f1, dot_f1_threshold, dot_precision, dot_recall, dot_ap, manhattan_accuracy, manhattan_accuracy_threshold, manhattan_f1, manhattan_f1_threshold, manhattan_precision, manhattan_recall, manhattan_ap, euclidean_accuracy, euclidean_accuracy_threshold, euclidean_f1, euclidean_f1_threshold, euclidean_precision, euclidean_recall, euclidean_ap, max_accuracy, max_accuracy_threshold, max_f1, max_f1_threshold, max_precision, max_recall, max_ap
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:971, loss:OnlineContrastiveLoss
widget: source_sentence: Steps to bake a pie
sentences: How to bake a pie?, What are the ingredients of a pizza?, How to create a business plan?, source_sentence: What are the benefits of yoga?
sentences: If I combine the yellow and blue colors, what color will I get?, Can you help me understand this contract?, What are the benefits of meditation?, source_sentence: Capital city of Canada
sentences: What time does the movie start?, Who is the President of the United States?, What is the capital of Canada?, source_sentence: Tell me about Shopify
sentences: Who discovered penicillin?, Share info about Shopify, Who invented the telephone?, source_sentence: What is the melting point of ice at sea level?
sentences: What is the boiling point of water at sea level?, Can you recommend a good restaurant nearby?, Tell me a joke
model-index: name: SentenceTransformer based on intfloat/multilingual-e5-small
results: task: type: binary-classification
name: Binary Classification
dataset: name: pair class dev
type: pair-class-dev
metrics: type: cosine_accuracy
value: 0.6337448559670782
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.9370981454849243
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.6735395189003436
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.9088578224182129
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.5355191256830601
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.9074074074074074
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.6318945658459245
name: Cosine Ap
verified: no, type: dot_accuracy
value: 0.6337448559670782
name: Dot Accuracy
verified: no, type: dot_accuracy_threshold
value: 0.9370982050895691
name: Dot Accuracy Threshold
verified: no, type: dot_f1
value: 0.6735395189003436
name: Dot F1
verified: no, type: dot_f1_threshold
value: 0.9088578224182129
name: Dot F1 Threshold
verified: no, type: dot_precision
value: 0.5355191256830601
name: Dot Precision
verified: no, type: dot_recall
value: 0.9074074074074074
name: Dot Recall
verified: no, type: dot_ap
value: 0.6318945658459245
name: Dot Ap
verified: no, type: manhattan_accuracy
value: 0.6378600823045267
name: Manhattan Accuracy
verified: no, type: manhattan_accuracy_threshold
value: 5.581961631774902
name: Manhattan Accuracy Threshold
verified: no, type: manhattan_f1
value: 0.6712802768166088
name: Manhattan F1
verified: no, type: manhattan_f1_threshold
value: 6.53279972076416
name: Manhattan F1 Threshold
verified: no, type: manhattan_precision
value: 0.5359116022099447
name: Manhattan Precision
verified: no, type: manhattan_recall
value: 0.8981481481481481
name: Manhattan Recall
verified: no, type: manhattan_ap
value: 0.642597262545426
name: Manhattan Ap
verified: no, type: euclidean_accuracy
value: 0.6337448559670782
name: Euclidean Accuracy
verified: no, type: euclidean_accuracy_threshold
value: 0.3546881079673767
name: Euclidean Accuracy Threshold
verified: no, type: euclidean_f1
value: 0.6735395189003436
name: Euclidean F1
verified: no, type: euclidean_f1_threshold
value: 0.42694616317749023
name: Euclidean F1 Threshold
verified: no, type: euclidean_precision
value: 0.5355191256830601
name: Euclidean Precision
verified: no, type: euclidean_recall
value: 0.9074074074074074
name: Euclidean Recall
verified: no, type: euclidean_ap
value: 0.6318945658459245
name: Euclidean Ap
verified: no, type: max_accuracy
value: 0.6378600823045267
name: Max Accuracy
verified: no, type: max_accuracy_threshold
value: 5.581961631774902
name: Max Accuracy Threshold
verified: no, type: max_f1
value: 0.6735395189003436
name: Max F1
verified: no, type: max_f1_threshold
value: 6.53279972076416
name: Max F1 Threshold
verified: no, type: max_precision
value: 0.5359116022099447
name: Max Precision
verified: no, type: max_recall
value: 0.9074074074074074
name: Max Recall
verified: no, type: max_ap
value: 0.642597262545426
name: Max Ap
verified: no, type: cosine_accuracy
value: 0.9423868312757202
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.7851011753082275
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.9363636363636363
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.7851011753082275
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.9196428571428571
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.9537037037037037
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.9629460493565268
name: Cosine Ap
verified: no, type: dot_accuracy
value: 0.9423868312757202
name: Dot Accuracy
verified: no, type: dot_accuracy_threshold
value: 0.7851011753082275
name: Dot Accuracy Threshold
verified: no, type: dot_f1
value: 0.9363636363636363
name: Dot F1
verified: no, type: dot_f1_threshold
value: 0.7851011753082275
name: Dot F1 Threshold
verified: no, type: dot_precision
value: 0.9196428571428571
name: Dot Precision
verified: no, type: dot_recall
value: 0.9537037037037037
name: Dot Recall
verified: no, type: dot_ap
value: 0.9629460493565268
name: Dot Ap
verified: no, type: manhattan_accuracy
value: 0.9382716049382716
name: Manhattan Accuracy
verified: no, type: manhattan_accuracy_threshold
value: 10.554386138916016
name: Manhattan Accuracy Threshold
verified: no, type: manhattan_f1
value: 0.9333333333333333
name: Manhattan F1
verified: no, type: manhattan_f1_threshold
value: 10.554386138916016
name: Manhattan F1 Threshold
verified: no, type: manhattan_precision
value: 0.8974358974358975
name: Manhattan Precision
verified: no, type: manhattan_recall
value: 0.9722222222222222
name: Manhattan Recall
verified: no, type: manhattan_ap
value: 0.9614448856056382
name: Manhattan Ap
verified: no, type: euclidean_accuracy
value: 0.9423868312757202
name: Euclidean Accuracy
verified: no, type: euclidean_accuracy_threshold
value: 0.6555726528167725
name: Euclidean Accuracy Threshold
verified: no, type: euclidean_f1
value: 0.9363636363636363
name: Euclidean F1
verified: no, type: euclidean_f1_threshold
value: 0.6555726528167725
name: Euclidean F1 Threshold
verified: no, type: euclidean_precision
value: 0.9196428571428571
name: Euclidean Precision
verified: no, type: euclidean_recall
value: 0.9537037037037037
name: Euclidean Recall
verified: no, type: euclidean_ap
value: 0.9629460493565268
name: Euclidean Ap
verified: no, type: max_accuracy
value: 0.9423868312757202
name: Max Accuracy
verified: no, type: max_accuracy_threshold
value: 10.554386138916016
name: Max Accuracy Threshold
verified: no, type: max_f1
value: 0.9363636363636363
name: Max F1
verified: no, type: max_f1_threshold
value: 10.554386138916016
name: Max F1 Threshold
verified: no, type: max_precision
value: 0.9196428571428571
name: Max Precision
verified: no, type: max_recall
value: 0.9722222222222222
name: Max Recall
verified: no, type: max_ap
value: 0.9629460493565268
name: Max Ap
verified: no, task: type: binary-classification
name: Binary Classification
dataset: name: pair class test
type: pair-class-test
metrics: type: cosine_accuracy
value: 0.9423868312757202
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.7851011753082275
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.9363636363636363
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.7851011753082275
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.9196428571428571
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.9537037037037037
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.9629460493565268
name: Cosine Ap
verified: no, type: dot_accuracy
value: 0.9423868312757202
name: Dot Accuracy
verified: no, type: dot_accuracy_threshold
value: 0.7851011753082275
name: Dot Accuracy Threshold
verified: no, type: dot_f1
value: 0.9363636363636363
name: Dot F1
verified: no, type: dot_f1_threshold
value: 0.7851011753082275
name: Dot F1 Threshold
verified: no, type: dot_precision
value: 0.9196428571428571
name: Dot Precision
verified: no, type: dot_recall
value: 0.9537037037037037
name: Dot Recall
verified: no, type: dot_ap
value: 0.9629460493565268
name: Dot Ap
verified: no, type: manhattan_accuracy
value: 0.9382716049382716
name: Manhattan Accuracy
verified: no, type: manhattan_accuracy_threshold
value: 10.554386138916016
name: Manhattan Accuracy Threshold
verified: no, type: manhattan_f1
value: 0.9333333333333333
name: Manhattan F1
verified: no, type: manhattan_f1_threshold
value: 10.554386138916016
name: Manhattan F1 Threshold
verified: no, type: manhattan_precision
value: 0.8974358974358975
name: Manhattan Precision
verified: no, type: manhattan_recall
value: 0.9722222222222222
name: Manhattan Recall
verified: no, type: manhattan_ap
value: 0.9614448856056382
name: Manhattan Ap
verified: no, type: euclidean_accuracy
value: 0.9423868312757202
name: Euclidean Accuracy
verified: no, type: euclidean_accuracy_threshold
value: 0.6555726528167725
name: Euclidean Accuracy Threshold
verified: no, type: euclidean_f1
value: 0.9363636363636363
name: Euclidean F1
verified: no, type: euclidean_f1_threshold
value: 0.6555726528167725
name: Euclidean F1 Threshold
verified: no, type: euclidean_precision
value: 0.9196428571428571
name: Euclidean Precision
verified: no, type: euclidean_recall
value: 0.9537037037037037
name: Euclidean Recall
verified: no, type: euclidean_ap
value: 0.9629460493565268
name: Euclidean Ap
verified: no, type: max_accuracy
value: 0.9423868312757202
name: Max Accuracy
verified: no, type: max_accuracy_threshold
value: 10.554386138916016
name: Max Accuracy Threshold
verified: no, type: max_f1
value: 0.9363636363636363
name: Max F1
verified: no, type: max_f1_threshold
value: 10.554386138916016
name: Max F1 Threshold
verified: no, type: max_precision
value: 0.9196428571428571
name: Max Precision
verified: no, type: max_recall
value: 0.9722222222222222
name: Max Recall
verified: no, type: max_ap
value: 0.9629460493565268
name: Max Ap
verified: no
Likes: 0 | All-time downloads: 130
Created: 2024-08-20 09:10:11