Model: bobox/DeBERTaV3-small-SentenceTransformer-AdaptiveLayerAll
Author: bobox
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, pytorch, deberta-v2, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:314315, loss:AdaptiveLayerLoss, loss:MultipleNegativesRankingLoss, en, dataset:stanfordnlp/snli, dataset:sentence-transformers/stsb, arxiv:1908.10084, arxiv:2402.14776, arxiv:1705.00652, base_model:microsoft/deberta-v3-small, base_model:finetune:microsoft/deberta-v3-small, model-index, endpoints_compatible, region:us
Base models (finetune): id: microsoft/deberta-v3-small
Card metadata: language: en
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:314315, loss:AdaptiveLayerLoss, loss:MultipleNegativesRankingLoss
base_model: microsoft/deberta-v3-small
datasets: stanfordnlp/snli, sentence-transformers/stsb
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max, 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
widget: source_sentence: The pitcher is pitching the ball in a game of baseball.
sentences: the lady digs into the ground, A group of people are sitting at tables., The pitcher throws the ball., source_sentence: People are conversing at a dining table under a canopy.
sentences: A canine is using his legs., The people are creative., People at a party are seated for dinner on the lawn., source_sentence: Two teenage girls conversing next to lockers.
sentences: Girls talking about their problems next to lockers., A group of people play in the ocean., The man is testing the bike., source_sentence: A young boy in a hoodie climbs a red slide sitting on a red and green checkered background.
sentences: People are buying food from a street vendor., A boy is playing., A dog outside digging., source_sentence: A professional swimmer spits water out after surfacing while grabbing the hand of someone helping him back to land.
sentences: A group of people wait in a line., A tourist has his picture taken on Easter Island., The swimmer almost drowned after being sucked under a fast current.
pipeline_tag: sentence-similarity
model-index: name: SentenceTransformer based on microsoft/deberta-v3-small
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: Unknown
type: unknown
metrics: type: pearson_cosine
value: 0.7641416788909702
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.763668633314844
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7808845626705342
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.783960481366303
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7714319160162553
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7750607015673249
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.587659176024498
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6010467058509925
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7808845626705342
name: Pearson Max
verified: no, type: spearman_max
value: 0.783960481366303
name: Spearman Max
verified: no, task: type: binary-classification
name: Binary Classification
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy
value: 0.6773826673743271
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.5830236673355103
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.7209834880077135
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.5085207223892212
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.6137273007079102
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.873667299547247
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.7219177301725319
name: Cosine Ap
verified: no, type: dot_accuracy
value: 0.6389415421942528
name: Dot Accuracy
verified: no, type: dot_accuracy_threshold
value: 45.1016845703125
name: Dot Accuracy Threshold
verified: no, type: dot_f1
value: 0.7090406632451638
name: Dot F1
verified: no, type: dot_f1_threshold
value: 32.459449768066406
name: Dot F1 Threshold
verified: no, type: dot_precision
value: 0.5775450202131569
name: Dot Precision
verified: no, type: dot_recall
value: 0.9180663064115671
name: Dot Recall
verified: no, type: dot_ap
value: 0.6795197111227502
name: Dot Ap
verified: no, type: manhattan_accuracy
value: 0.6625217984684206
name: Manhattan Accuracy
verified: no, type: manhattan_accuracy_threshold
value: 158.29489135742188
name: Manhattan Accuracy Threshold
verified: no, type: manhattan_f1
value: 0.7041269465332466
name: Manhattan F1
verified: no, type: manhattan_f1_threshold
value: 178.5047607421875
name: Manhattan F1 Threshold
verified: no, type: manhattan_precision
value: 0.5921131248755228
name: Manhattan Precision
verified: no, type: manhattan_recall
value: 0.8684095224185775
name: Manhattan Recall
verified: no, type: manhattan_ap
value: 0.7054112942825768
name: Manhattan Ap
verified: no, type: euclidean_accuracy
value: 0.6578967321252559
name: Euclidean Accuracy
verified: no, type: euclidean_accuracy_threshold
value: 7.951424598693848
name: Euclidean Accuracy Threshold
verified: no, type: euclidean_f1
value: 0.7015471831817645
name: Euclidean F1
verified: no, type: euclidean_f1_threshold
value: 9.045232772827148
name: Euclidean F1 Threshold
verified: no, type: euclidean_precision
value: 0.5888767720828789
name: Euclidean Precision
verified: no, type: euclidean_recall
value: 0.8675332262304659
name: Euclidean Recall
verified: no, type: euclidean_ap
value: 0.7024193897121154
name: Euclidean Ap
verified: no, type: max_accuracy
value: 0.6773826673743271
name: Max Accuracy
verified: no, type: max_accuracy_threshold
value: 158.29489135742188
name: Max Accuracy Threshold
verified: no, type: max_f1
value: 0.7209834880077135
name: Max F1
verified: no, type: max_f1_threshold
value: 178.5047607421875
name: Max F1 Threshold
verified: no, type: max_precision
value: 0.6137273007079102
name: Max Precision
verified: no, type: max_recall
value: 0.9180663064115671
name: Max Recall
verified: no, type: max_ap
value: 0.7219177301725319
name: Max Ap
verified: no
Likes: 1 | All-time downloads: 598
Created: 2024-06-10 03:36:22