Model: srikarvar/fine_tuned_model_8
Author: srikarvar
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:2305, 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:2305, loss:OnlineContrastiveLoss
widget: source_sentence: Steps to start a vegetable garden
sentences: How to plant a vegetable garden?, If there will be a war between India and Pakistan who will win?, What is the most visited tourist attraction in the world?, source_sentence: What's the best way to jump rope?
sentences: If I jump rope for five minutes, how many calories will I use?, You can collaborate on models and datasets using Machine Learning platforms by joining the community and accessing enhanced resources., How can I improve my public speaking skills?, source_sentence: How can remote team management be improved?
sentences: What are the key challenges of managing remote teams?, The library supports various audio formats such as WAV, MP3, and FLAC., The `validate_data` method is used to perform checks on the data set for correctness., source_sentence: Latest advancements in quantum computing
sentences: How to cook a turkey?, Latest advancements in AI, How to create a resume?, source_sentence: Practical guides are available to assist you in achieving specific goals and addressing real-world challenges with the framework.
sentences: How to bake cookies?, Yes, there are practical guides to help you achieve specific objectives and solve real-world problems with the framework., How to create an email signature?
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: 0.9182879377431906
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.8421422243118286
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.920754716981132
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.8421422243118286
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.9037037037037037
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.9384615384615385
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.9452952670187734
name: Cosine Ap
verified: no, type: dot_accuracy
value: 0.9182879377431906
name: Dot Accuracy
verified: no, type: dot_accuracy_threshold
value: 0.8421421647071838
name: Dot Accuracy Threshold
verified: no, type: dot_f1
value: 0.920754716981132
name: Dot F1
verified: no, type: dot_f1_threshold
value: 0.8421421647071838
name: Dot F1 Threshold
verified: no, type: dot_precision
value: 0.9037037037037037
name: Dot Precision
verified: no, type: dot_recall
value: 0.9384615384615385
name: Dot Recall
verified: no, type: dot_ap
value: 0.9452952670187734
name: Dot Ap
verified: no, type: manhattan_accuracy
value: 0.9182879377431906
name: Manhattan Accuracy
verified: no, type: manhattan_accuracy_threshold
value: 8.50709342956543
name: Manhattan Accuracy Threshold
verified: no, type: manhattan_f1
value: 0.9195402298850576
name: Manhattan F1
verified: no, type: manhattan_f1_threshold
value: 8.64261245727539
name: Manhattan F1 Threshold
verified: no, type: manhattan_precision
value: 0.916030534351145
name: Manhattan Precision
verified: no, type: manhattan_recall
value: 0.9230769230769231
name: Manhattan Recall
verified: no, type: manhattan_ap
value: 0.9453829621939649
name: Manhattan Ap
verified: no, type: euclidean_accuracy
value: 0.9182879377431906
name: Euclidean Accuracy
verified: no, type: euclidean_accuracy_threshold
value: 0.5618841648101807
name: Euclidean Accuracy Threshold
verified: no, type: euclidean_f1
value: 0.920754716981132
name: Euclidean F1
verified: no, type: euclidean_f1_threshold
value: 0.5618841648101807
name: Euclidean F1 Threshold
verified: no, type: euclidean_precision
value: 0.9037037037037037
name: Euclidean Precision
verified: no, type: euclidean_recall
value: 0.9384615384615385
name: Euclidean Recall
verified: no, type: euclidean_ap
value: 0.9452952670187734
name: Euclidean Ap
verified: no, type: max_accuracy
value: 0.9182879377431906
name: Max Accuracy
verified: no, type: max_accuracy_threshold
value: 8.50709342956543
name: Max Accuracy Threshold
verified: no, type: max_f1
value: 0.920754716981132
name: Max F1
verified: no, type: max_f1_threshold
value: 8.64261245727539
name: Max F1 Threshold
verified: no, type: max_precision
value: 0.916030534351145
name: Max Precision
verified: no, type: max_recall
value: 0.9384615384615385
name: Max Recall
verified: no, type: max_ap
value: 0.9453829621939649
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: 0.9182879377431906
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.8421422243118286
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.920754716981132
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.8421422243118286
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.9037037037037037
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.9384615384615385
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.9452952670187734
name: Cosine Ap
verified: no, type: dot_accuracy
value: 0.9182879377431906
name: Dot Accuracy
verified: no, type: dot_accuracy_threshold
value: 0.8421421647071838
name: Dot Accuracy Threshold
verified: no, type: dot_f1
value: 0.920754716981132
name: Dot F1
verified: no, type: dot_f1_threshold
value: 0.8421421647071838
name: Dot F1 Threshold
verified: no, type: dot_precision
value: 0.9037037037037037
name: Dot Precision
verified: no, type: dot_recall
value: 0.9384615384615385
name: Dot Recall
verified: no, type: dot_ap
value: 0.9452952670187734
name: Dot Ap
verified: no, type: manhattan_accuracy
value: 0.9182879377431906
name: Manhattan Accuracy
verified: no, type: manhattan_accuracy_threshold
value: 8.50709342956543
name: Manhattan Accuracy Threshold
verified: no, type: manhattan_f1
value: 0.9195402298850576
name: Manhattan F1
verified: no, type: manhattan_f1_threshold
value: 8.64261245727539
name: Manhattan F1 Threshold
verified: no, type: manhattan_precision
value: 0.916030534351145
name: Manhattan Precision
verified: no, type: manhattan_recall
value: 0.9230769230769231
name: Manhattan Recall
verified: no, type: manhattan_ap
value: 0.9453829621939649
name: Manhattan Ap
verified: no, type: euclidean_accuracy
value: 0.9182879377431906
name: Euclidean Accuracy
verified: no, type: euclidean_accuracy_threshold
value: 0.5618841648101807
name: Euclidean Accuracy Threshold
verified: no, type: euclidean_f1
value: 0.920754716981132
name: Euclidean F1
verified: no, type: euclidean_f1_threshold
value: 0.5618841648101807
name: Euclidean F1 Threshold
verified: no, type: euclidean_precision
value: 0.9037037037037037
name: Euclidean Precision
verified: no, type: euclidean_recall
value: 0.9384615384615385
name: Euclidean Recall
verified: no, type: euclidean_ap
value: 0.9452952670187734
name: Euclidean Ap
verified: no, type: max_accuracy
value: 0.9182879377431906
name: Max Accuracy
verified: no, type: max_accuracy_threshold
value: 8.50709342956543
name: Max Accuracy Threshold
verified: no, type: max_f1
value: 0.920754716981132
name: Max F1
verified: no, type: max_f1_threshold
value: 8.64261245727539
name: Max F1 Threshold
verified: no, type: max_precision
value: 0.916030534351145
name: Max Precision
verified: no, type: max_recall
value: 0.9384615384615385
name: Max Recall
verified: no, type: max_ap
value: 0.9453829621939649
name: Max Ap
verified: no
Likes: 0 | All-time downloads: 6
Created: 2024-09-14 20:41:42