Model: bobox/DeBERTaV3-TR-AllSoft-HT
Author: bobox
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, pytorch, deberta-v2, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:156483, loss:AdaptiveLayerLoss, loss:CoSENTLoss, loss:GISTEmbedLoss, loss:OnlineContrastiveLoss, loss:MultipleNegativesSymmetricRankingLoss, en, dataset:sentence-transformers/all-nli, dataset:sentence-transformers/stsb, dataset:tals/vitaminc, dataset:nyu-mll/glue, dataset:allenai/scitail, dataset:sentence-transformers/xsum, dataset:sentence-transformers/sentence-compression, dataset:allenai/sciq, dataset:allenai/qasc, dataset:allenai/openbookqa, dataset:sentence-transformers/msmarco-msmarco-distilbert-base-v3, dataset:sentence-transformers/natural-questions, dataset:sentence-transformers/trivia-qa, dataset:sentence-transformers/quora-duplicates, dataset:sentence-transformers/gooaq, arxiv:1908.10084, arxiv:2402.14776, arxiv:2402.16829, 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:156483, loss:AdaptiveLayerLoss, loss:CoSENTLoss, loss:GISTEmbedLoss, loss:OnlineContrastiveLoss, loss:MultipleNegativesSymmetricRankingLoss
base_model: microsoft/deberta-v3-small
datasets: sentence-transformers/all-nli, sentence-transformers/stsb, tals/vitaminc, nyu-mll/glue, allenai/scitail, sentence-transformers/xsum, sentence-transformers/sentence-compression, allenai/sciq, allenai/qasc, allenai/openbookqa, sentence-transformers/msmarco-msmarco-distilbert-base-v3, sentence-transformers/natural-questions, sentence-transformers/trivia-qa, sentence-transformers/quora-duplicates, sentence-transformers/gooaq
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
widget: source_sentence: Centrosome-independent mitotic spindle formation in  vertebrates.
sentences: Birds pair up with the same bird in mating season., We use voltage to keep track of electric potential energy., A mitotic spindle forms from the centrosomes., source_sentence: Three women in festive dresses are dancing in a large city street while a large crowd is behind them holding up a banner.
sentences: Three women dance in front of a large crowd, A person is taking a little girl with a toy from an Airman., A man is sitting., source_sentence: A young child is washing his hands with soap in the kitchen.
sentences: A surfer catches a wave., Male in brown leather jacket and black slacks, looking down at his phone, The child uses soap to wash his hands., source_sentence: A group of children enjoy their time on the beach.
sentences: People watch another person do a trick., Children are at the beach., A person is kicking., source_sentence: Are juiveniles capable of reproduction?
sentences: In at least some species, juveniles are capable of reproduction before reaching the adult size and shape., The Alpine Rhine begins in the most western part of the Swiss canton of Graubünden, and later forms the border between Switzerland to the West and Liechtenstein and later Austria to the East., Private school numbers have been in decline since the mid-1970s as a result of many private schools opting to become state-integrated schools, mostly due of financial difficulties stemming from changes in student numbers and/or the economy.
pipeline_tag: sentence-similarity
model-index: name: SentenceTransformer based on microsoft/deberta-v3-small
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test
type: sts-test
metrics: type: pearson_cosine
value: 0.7784505751254295
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7817593717132717
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7551849979009766
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7430091894692992
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7474026307882491
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7344164621317546
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5592770538627994
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.550085155372067
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7784505751254295
name: Pearson Max
verified: no, type: spearman_max
value: 0.7817593717132717
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 134
Created: 2024-07-04 19:35:16