Model: tomaarsen/stsb-distilbert-base-mnrl
Author: tomaarsen
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, distilbert, sentence-similarity, feature-extraction, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:1705.00652, base_model:sentence-transformers/stsb-distilbert-base, base_model:finetune:sentence-transformers/stsb-distilbert-base, model-index, co2_eq_emissions, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/stsb-distilbert-base
Card metadata: language: en
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/stsb-distilbert-base
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, 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, dot_accuracy@1, dot_accuracy@3, dot_accuracy@5, dot_accuracy@10, dot_precision@1, dot_precision@3, dot_precision@5, dot_precision@10, dot_recall@1, dot_recall@3, dot_recall@5, dot_recall@10, dot_ndcg@10, dot_mrr@10, dot_map@100
widget: source_sentence: How metro works?
sentences: How can Turing machine works?, What are the best C++ books?, What should I learn first in PHP?, source_sentence: How fast is fast?
sentences: How does light travel so fast?, How could I become an actor?, Was Muhammad a pedophile?, source_sentence: What is a kernel?
sentences: What is a tensor?, What does copyright protect?, Can we increase height after 23?, source_sentence: What is a tensor?
sentences: What is reliance jio?, What are the reasons of war?, Does speed reading really work?, source_sentence: Is Cicret a scam?
sentences: Is the Cicret Bracelet a scam?, Can you eat only once a day?, What books should every man read?
pipeline_tag: sentence-similarity
co2_eq_emissions: emissions: 15.153912802318576
energy_consumed: 0.038985939877640395
source: codecarbon
training_type: fine-tuning
on_cloud: no
cpu_model: 13th Gen Intel(R) Core(TM) i7-13700K
ram_total_size: 31.777088165283203
hours_used: 0.169
hardware_used: 1 x NVIDIA GeForce RTX 3090
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: 0.816
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.7866689562797546
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.7285714285714286
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.735264778137207
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.6746031746031746
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.7919254658385093
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.7731120768804719
name: Cosine Ap
verified: no, type: dot_accuracy
value: 0.807
name: Dot Accuracy
verified: no, type: dot_accuracy_threshold
value: 150.97946166992188
name: Dot Accuracy Threshold
verified: no, type: dot_f1
value: 0.7223796033994335
name: Dot F1
verified: no, type: dot_f1_threshold
value: 137.3444366455078
name: Dot F1 Threshold
verified: no, type: dot_precision
value: 0.6640625
name: Dot Precision
verified: no, type: dot_recall
value: 0.7919254658385093
name: Dot Recall
verified: no, type: dot_ap
value: 0.749212069604305
name: Dot Ap
verified: no, type: manhattan_accuracy
value: 0.81
name: Manhattan Accuracy
verified: no, type: manhattan_accuracy_threshold
value: 195.88662719726562
name: Manhattan Accuracy Threshold
verified: no, type: manhattan_f1
value: 0.7246376811594203
name: Manhattan F1
verified: no, type: manhattan_f1_threshold
value: 237.68594360351562
name: Manhattan F1 Threshold
verified: no, type: manhattan_precision
value: 0.6292906178489702
name: Manhattan Precision
verified: no, type: manhattan_recall
value: 0.8540372670807453
name: Manhattan Recall
verified: no, type: manhattan_ap
value: 0.7610544151599187
name: Manhattan Ap
verified: no, type: euclidean_accuracy
value: 0.81
name: Euclidean Accuracy
verified: no, type: euclidean_accuracy_threshold
value: 8.773942947387695
name: Euclidean Accuracy Threshold
verified: no, type: euclidean_f1
value: 0.7260812581913498
name: Euclidean F1
verified: no, type: euclidean_f1_threshold
value: 10.843769073486328
name: Euclidean F1 Threshold
verified: no, type: euclidean_precision
value: 0.6281179138321995
name: Euclidean Precision
verified: no, type: euclidean_recall
value: 0.860248447204969
name: Euclidean Recall
verified: no, type: euclidean_ap
value: 0.7611533877712096
name: Euclidean Ap
verified: no, type: max_accuracy
value: 0.816
name: Max Accuracy
verified: no, type: max_accuracy_threshold
value: 195.88662719726562
name: Max Accuracy Threshold
verified: no, type: max_f1
value: 0.7285714285714286
name: Max F1
verified: no, type: max_f1_threshold
value: 237.68594360351562
name: Max F1 Threshold
verified: no, type: max_precision
value: 0.6746031746031746
name: Max Precision
verified: no, type: max_recall
value: 0.860248447204969
name: Max Recall
verified: no, type: max_ap
value: 0.7731120768804719
name: Max Ap
verified: no, task: type: paraphrase-mining
name: Paraphrase Mining
dataset: name: quora duplicates dev
type: quora-duplicates-dev
metrics: type: average_precision
value: 0.5348666252858723
name: Average Precision
verified: no, type: f1
value: 0.5395064090300363
name: F1
verified: no, type: precision
value: 0.5174549291251892
name: Precision
verified: no, type: recall
value: 0.5635210071439276
name: Recall
verified: no, type: threshold
value: 0.762035459280014
name: Threshold
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.9646
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9926
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9956
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9986
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9646
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4293333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2754
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.14515999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.830104138622815
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9609072390452685
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9808022997296821
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9934541226453286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9795490191788223
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9789640476190478
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.971751123151301
name: Cosine Map@100
verified: no, type: dot_accuracy@1
value: 0.9574
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.9876
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.9924
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.9978
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.9574
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.4257333333333334
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.27368000000000003
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.14468000000000003
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.8237692901379665
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.9538191510221804
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.9764249670623496
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.9918117957075603
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.9740754474178193
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.9731360317460321
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.9646398037726347
name: Dot Map@100
verified: no
Likes: 0 | All-time downloads: 118
Created: 2024-05-02 11:03:53