Model: wilsonmarciliojr/matryoshka-embed-knn-b16
Author: wilsonmarciliojr
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, roberta, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:3204256, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, dataset:wilsonmarciliojr/all-nli-knn-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:3204256, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: distilbert/distilroberta-base
widget: source_sentence: Two young boys of opposing teams play football, while wearing full protection uniforms and helmets.
sentences: 2 young boys compete in martial arts., Men playing football., Some people are playing sports., There are at least 2 players., The football players are on a field, A football playing chasing the opposing teams player in a game., source_sentence: An Indian woman is washing and cleaning dirty laundry at a lake and in the background is a kid who appears to have jumped into the lake.
sentences: The girl has swam before., A woman gets out of the pool., A young child is jumping into the arms of a woman wearing a black swimming suit while in a pool., A person is near a body of water., The baby is wet., The mother is responsible for the raising of the native islander children., source_sentence: A little boy in a blue shirt holding a toy.
sentences: A small boy is in a pool., The child is indoors ., A boy is holding a rope., A toddler in a blue one-piece plays with a stack of plastic tubs, while toys are scattered on the floor behind him., Toddlers are in the room with toys., a kid is playing with a green, white and red spinning toy that turning on the ground., source_sentence: A lot of people walking outside a row of shops with an older man with his hands in his pocket is closer to the camera.
sentences: There are people facing away from the camera., people walking to a special place., People shop at a clothing sale., A vendor is outside with other people., The older men are visiting with each other., A group of people walks past some trees and brown buildings., source_sentence: A baby at the end of a slip and slide at a party
sentences: An adult and a kid are engaged in an activity., A man is playing with a baby on a deck., A baby in a bib is making funny faces at the camera., A toddler is playing outside., There is more than one child., One person faces another person who's holding a baby.
datasets: wilsonmarciliojr/all-nli-knn-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 test 768
type: sts-test-768
metrics: type: pearson_cosine
value: 0.7119298195260947
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.6904507570292642
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: 0.7104098257876379
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.6888615140782751
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: 0.709198562232596
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.6882892277314826
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: 0.6969659377794644
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.6769623086903128
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: 0.20653867931958858
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.30032877230021543
name: Spearman Cosine
verified: no
Likes: 0 | All-time downloads: 26
Created: 2025-07-21 13:15:24