Model: bobox/DeBERTaV3-small-SenTra-AdaptiveLayers-AllSoft-LowTemp
Author: bobox
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, pytorch, deberta-v2, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:78183, 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:78183, 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: The X and Y chromosomes in human beings that determine the sex of an individual.
sentences: A glacier leaves behind bare rock when it retreats., Prokaryotes are unicellular organisms that lack organelles surrounded by membranes., Mammalian sex determination is determined genetically by the presence of chromosomes identified by the letters x and y., source_sentence: Police officer with riot shield stands in front of crowd.
sentences: A police officer stands in front of a crowd., A pair of people play video games together on a couch., People are outside digging a hole., source_sentence: A young girl sitting on a white comforter on a bed covered with clothing, holding a yellow stuffed duck.
sentences: A man standing in a room is pointing up., A Little girl is enjoying cake outside., A yellow duck being held by a girl., source_sentence: A teenage girl in winter clothes slides down a decline in a red sled.
sentences: A woman preparing vegetables., A girl is sliding on a red sled., A person is on a beach., source_sentence: How many hymns of Luther were included in the Achtliederbuch?
sentences: the ABC News building was renamed Peter Jennings Way in 2006 in honor of the recently deceased longtime ABC News chief anchor and anchor of World News Tonight., In early 2009, Disney–ABC Television Group merged ABC Entertainment and ABC Studios into a new division, ABC Entertainment Group, which would be responsible for both its production and broadcasting operations., Luther's hymns were included in early Lutheran hymnals and spread the ideas of the Reformation.
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: 0.7584806824433866
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7609871232448915
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7572700089811643
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7399684354859064
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7450503391021455
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7278825183625254
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5323850336734421
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5125117510725451
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7584806824433866
name: Pearson Max
verified: no, type: spearman_max
value: 0.7609871232448915
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 130
Created: 2024-07-04 09:04:33