Model: bobox/DeBERTaV3-small-GeneralSentenceTransformer-v3-step1
Author: bobox
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, pytorch, deberta-v2, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:869552, loss:CachedGISTEmbedLoss, en, dataset:sentence-transformers/all-nli, dataset:tals/vitaminc, 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, 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:869552, loss:CachedGISTEmbedLoss
base_model: microsoft/deberta-v3-small
datasets: sentence-transformers/all-nli, tals/vitaminc, 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: A man in a Santa Claus costume is sitting on a wooden chair holding a microphone and a stringed instrument.
sentences: The man is is near the ball., The man is wearing a costume., People are having a picnic., source_sentence: A street vendor selling his art.
sentences: A man is selling things on the street., A woman is walking outside., A clown is talking into a microphone., source_sentence: A boy looks surly as his father looks at the camera.
sentences: a boy looks at his farther, A dark-haired girl in a spotted shirt is pointing at the picture while sitting next to a boy wearing a purple shirt and jeans., Man and woman stop and chat with each other., source_sentence: Mafic rocks contain more silica than felsic rocks.
sentences: The cytoskeleton holds cell organelles in place within the cytoplasm., The nervous system sends electrical signals to all other body systems., Felsic igneous rocks contain felsic minerals, typically contain aluminum and sodium and are high in silica., source_sentence: 4 Be able to explain why the energy levels in multielectron atoms differ from the levels in the hydrogen-like atom 5 Be able to state and apply the Pauli Exclusion Principle, Hund's Rule, and the Aufbau Principle.
sentences: The cytoskeleton holds cell organelles in place within the cytoplasm., Birds pair up with the same bird in mating season., Aufbau principle gives the order of electron filling in an atom.
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: 0.7945750221007862
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.800760449879973
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.801277446989526
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7916184556556479
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8006145921532312
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7917996540091787
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7592149200865217
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7392413215710049
name: Spearman Dot
verified: no, type: pearson_max
value: 0.801277446989526
name: Pearson Max
verified: no, type: spearman_max
value: 0.800760449879973
name: Spearman Max
verified: no
Likes: 1 | All-time downloads: 147
Created: 2024-06-21 09:32:29