Model: wilsonmarciliojr/matryoshka-embed-b16
Author: wilsonmarciliojr
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, roberta, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:200266, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, dataset:wilsonmarciliojr/all-nli-hard-negatives, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:distilbert/distilroberta-base, base_model:finetune:distilbert/distilroberta-base, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: distilbert/distilroberta-base
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:200266, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: distilbert/distilroberta-base
widget: source_sentence: A couple is a standing together the woman is adjusting a flower on the man's lapel and they are dressed in wedding apparel.
sentences: the two people were together, The men and women are dressed in clothes for the beach., A couple is outside with their dog., There are several people standing., People are going to a wedding., A couple of people stand on stage., source_sentence: A man wearing a blue hat and a blue shirt selling bananas from his wheel cart on the street.
sentences: A vendor selling bananas., A vendor is outside with other people., A man peels fruit., The man is on a sidewalk., A fruit market is selling vegetables, A man in a store., source_sentence: A woman with a bright red umbrella is jumping high in the air, she has on a knit hat and black shirt and colorful boots.
sentences: A woman in black is jumping in the air with a red umbrella., A woman outside., The woman is not standing up., woman stands on ladder, There is a woman wearing purple outside., A woman is sitting outside., source_sentence: A man is taking pictures hanging outside of a red rally car.
sentences: The man is near the car., people take pictures, A man outside., The man is outdoors., A man painting outside., A vehicle travels outdoors., source_sentence: A man reading the paper at a cafe.
sentences: A man starring at a piece of paper., The man is outside., A man is sitting., The man is cooking., There is a man outside., Someone likes to get comments from readers of a paper.
datasets: wilsonmarciliojr/all-nli-hard-negatives
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: pearson_cosine, spearman_cosine
model-index: name: SentenceTransformer based on distilbert/distilroberta-base
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 768
type: sts-dev-768
metrics: type: pearson_cosine
value: 0.8448050528277519
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8425114342467096
name: Spearman Cosine
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 512
type: sts-dev-512
metrics: type: pearson_cosine
value: 0.8443340435616665
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8424246149906882
name: Spearman Cosine
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 256
type: sts-dev-256
metrics: type: pearson_cosine
value: 0.8398585653457709
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8394326567363602
name: Spearman Cosine
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 64
type: sts-dev-64
metrics: type: pearson_cosine
value: 0.8186432134694419
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.824920283924075
name: Spearman Cosine
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 2
type: sts-dev-2
metrics: type: pearson_cosine
value: 0.31076537899198964
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.43799838040639144
name: Spearman Cosine
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 768
type: sts-test-768
metrics: type: pearson_cosine
value: 0.7968692094438083
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7943425563476334
name: Spearman Cosine
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 512
type: sts-test-512
metrics: type: pearson_cosine
value: 0.7962633289799607
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7950797196573206
name: Spearman Cosine
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 256
type: sts-test-256
metrics: type: pearson_cosine
value: 0.791735022648229
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.793735329627968
name: Spearman Cosine
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 64
type: sts-test-64
metrics: type: pearson_cosine
value: 0.7759018212998193
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7829995178838347
name: Spearman Cosine
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 2
type: sts-test-2
metrics: type: pearson_cosine
value: 0.302599964854653
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.3978550098767958
name: Spearman Cosine
verified: no
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Created: 2025-07-14 00:18:55