Model: bobox/DeBERTaV3-small-ST-AdaptiveLayers-ep2
Author: bobox
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, pytorch, deberta-v2, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:67190, loss:AdaptiveLayerLoss, loss:MultipleNegativesRankingLoss, en, dataset:stanfordnlp/snli, 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:67190, loss:AdaptiveLayerLoss, loss:MultipleNegativesRankingLoss
base_model: microsoft/deberta-v3-small
datasets: stanfordnlp/snli
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, pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
widget: source_sentence: A worker peers out from atop a building under construction.
sentences: The man pleads for mercy., People and a baby crossing the street., A person is atop of a building., source_sentence: An aisle at Best Buy with an employee standing at the computer and a Geek Squad sign in the background.
sentences: the man is watching the stars, The employee is wearing a blue shirt., A person balancing., source_sentence: A man with a long white beard is examining a camera and another man with a black shirt is in the background.
sentences: a man is with another man, Children in uniforms climb a tower., There are five children., source_sentence: A black dog with a blue collar is jumping into the water.
sentences: The dog is playing tug of war with a stick., There is a woman painting., A black dog wearing a blue collar is chasing something into the water., source_sentence: A wet child stands in chest deep ocean water.
sentences: A woman paints a portrait of her best friend., A person in red is cutting the grass on a riding mower, The child s playing on the beach.
pipeline_tag: sentence-similarity
model-index: name: SentenceTransformer based on microsoft/deberta-v3-small
results: task: type: binary-classification
name: Binary Classification
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy
value: 0.6583157259281618
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.6766541004180908
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.7049362860324137
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.6017583012580872
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.6115046147241897
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.8320677570093458
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.6995030811464378
name: Cosine Ap
verified: no, type: dot_accuracy
value: 0.6272260790824027
name: Dot Accuracy
verified: no, type: dot_accuracy_threshold
value: 163.25054931640625
name: Dot Accuracy Threshold
verified: no, type: dot_f1
value: 0.6976381461675579
name: Dot F1
verified: no, type: dot_f1_threshold
value: 119.20779418945312
name: Dot F1 Threshold
verified: no, type: dot_precision
value: 0.5639409221902018
name: Dot Precision
verified: no, type: dot_recall
value: 0.914427570093458
name: Dot Recall
verified: no, type: dot_ap
value: 0.643747511442345
name: Dot Ap
verified: no, type: manhattan_accuracy
value: 0.6571083610021129
name: Manhattan Accuracy
verified: no, type: manhattan_accuracy_threshold
value: 243.75453186035156
name: Manhattan Accuracy Threshold
verified: no, type: manhattan_f1
value: 0.7055783910745744
name: Manhattan F1
verified: no, type: manhattan_f1_threshold
value: 295.95947265625
name: Manhattan F1 Threshold
verified: no, type: manhattan_precision
value: 0.5900608917697898
name: Manhattan Precision
verified: no, type: manhattan_recall
value: 0.8773364485981309
name: Manhattan Recall
verified: no, type: manhattan_ap
value: 0.7072033306346501
name: Manhattan Ap
verified: no, type: euclidean_accuracy
value: 0.6590703290069424
name: Euclidean Accuracy
verified: no, type: euclidean_accuracy_threshold
value: 12.141830444335938
name: Euclidean Accuracy Threshold
verified: no, type: euclidean_f1
value: 0.7036813518406759
name: Euclidean F1
verified: no, type: euclidean_f1_threshold
value: 14.197540283203125
name: Euclidean F1 Threshold
verified: no, type: euclidean_precision
value: 0.5996708496194199
name: Euclidean Precision
verified: no, type: euclidean_recall
value: 0.8513434579439252
name: Euclidean Recall
verified: no, type: euclidean_ap
value: 0.7035256676322055
name: Euclidean Ap
verified: no, type: max_accuracy
value: 0.6590703290069424
name: Max Accuracy
verified: no, type: max_accuracy_threshold
value: 243.75453186035156
name: Max Accuracy Threshold
verified: no, type: max_f1
value: 0.7055783910745744
name: Max F1
verified: no, type: max_f1_threshold
value: 295.95947265625
name: Max F1 Threshold
verified: no, type: max_precision
value: 0.6115046147241897
name: Max Precision
verified: no, type: max_recall
value: 0.914427570093458
name: Max Recall
verified: no, type: max_ap
value: 0.7072033306346501
name: Max Ap
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: Unknown
type: unknown
metrics: type: pearson_cosine
value: 0.732169941341086
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7344587206087978
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7537099624360986
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7550555196955944
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7468210439584286
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.74849026008206
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6142835401925993
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6100201108417316
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7537099624360986
name: Pearson Max
verified: no, type: spearman_max
value: 0.7550555196955944
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 248
Created: 2024-06-12 10:36:23