Model: mrm8488/multilingual-e5-large-ft-sts-spanish-matryoshka-768-64-5e
Author: mrm8488
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, xlm-roberta, sentence-similarity, feature-extraction, dataset_size:1K<n<10K, loss:MatryoshkaLoss, loss:CoSENTLoss, arxiv:1908.10084, arxiv:2205.13147, base_model:intfloat/multilingual-e5-large, base_model:finetune:intfloat/multilingual-e5-large, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: intfloat/multilingual-e5-large
Card metadata: library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, dataset_size:1K<n<10K, loss:MatryoshkaLoss, loss:CoSENTLoss
base_model: intfloat/multilingual-e5-large
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
widget: source_sentence: El hombre captura una pelota
sentences: Un hombre lanza una pelota en el aire., Un hombre se encuentra tocando una flauta de madera., La mujer está maquillándose usando sombra de ojos., source_sentence: Un hombre está buscando algo.
sentences: En un mercado de granjeros, se encuentra un hombre., Se acerca a la pista un avión suizo de color blanco., dos chicas jóvenes se abrazan en la hierba., source_sentence: El avión está tocando tierra.
sentences: El avión animado se encuentra en proceso de aterrizaje., La capital de Siria fue golpeada por dos explosiones, Violentos incidentes afectan a estudiantes chinos en Francia, source_sentence: Un hombre saltando la cuerda.
sentences: Un hombre está saltando la cuerda., Una mujer entrena a su perro para saltar en el aire., Los gatitos están comiendo de los platos., source_sentence: tres perros gruñendo entre sí
sentences: Dos perros se aproximan uno al otro en el pasto., Una mujer sonriente brinda cariño a un pequeño bebé., Una mujer está montando a caballo en el campo.
pipeline_tag: sentence-similarity
model-index: name: SentenceTransformer based on intfloat/multilingual-e5-large
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 768
type: sts-dev-768
metrics: type: pearson_cosine
value: 0.8279951103268512
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8342643795984531
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8228439538329566
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.834870903153992
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8231076969394738
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8349270059177344
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8196281042113861
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8248683461954115
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8279951103268512
name: Pearson Max
verified: no, type: spearman_max
value: 0.8349270059177344
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 512
type: sts-dev-512
metrics: type: pearson_cosine
value: 0.8236357426336446
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8332692872015282
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8217552769156274
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8331746060276878
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8217859136681092
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8334069456110773
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8101789790612713
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8179205607773823
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8236357426336446
name: Pearson Max
verified: no, type: spearman_max
value: 0.8334069456110773
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 256
type: sts-dev-256
metrics: type: pearson_cosine
value: 0.816222860848086
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8303708513421737
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8178715987143794
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8301047046554985
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8183826652089494
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8301804247624904
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7878741921967743
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7904844114269662
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8183826652089494
name: Pearson Max
verified: no, type: spearman_max
value: 0.8303708513421737
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 128
type: sts-dev-128
metrics: type: pearson_cosine
value: 0.794202606017138
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8198385906414491
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8088714046889546
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8222921243120748
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8092312345267045
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8220266161646009
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7341586721030032
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7351749794310246
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8092312345267045
name: Pearson Max
verified: no, type: spearman_max
value: 0.8222921243120748
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 64
type: sts-dev-64
metrics: type: pearson_cosine
value: 0.7727295051414095
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8076629783565549
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7976419723073269
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8147883308842346
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7979124462870892
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8123832197697319
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6725844492342726
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6673162832940408
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7979124462870892
name: Pearson Max
verified: no, type: spearman_max
value: 0.8147883308842346
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 768
type: sts-test-768
metrics: type: pearson_cosine
value: 0.8630482725201897
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8813284718659181
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8770818288812614
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8810971983428288
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8770132070253477
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8812162173545179
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8581811981775829
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8707402246720045
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8770818288812614
name: Pearson Max
verified: no, type: spearman_max
value: 0.8813284718659181
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 512
type: sts-test-512
metrics: type: pearson_cosine
value: 0.8589909139210625
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8799604919891442
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8744468387217347
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8791142262015441
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8747974723064821
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8795698184784307
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8464185524060444
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8549652098582826
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8747974723064821
name: Pearson Max
verified: no, type: spearman_max
value: 0.8799604919891442
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 256
type: sts-test-256
metrics: type: pearson_cosine
value: 0.8528262537030415
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8762917275750132
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8715060008387856
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8780718380107112
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.87251419758469
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8788770265821976
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.801980870958869
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8007112694661982
name: Spearman Dot
verified: no, type: pearson_max
value: 0.87251419758469
name: Pearson Max
verified: no, type: spearman_max
value: 0.8788770265821976
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 128
type: sts-test-128
metrics: type: pearson_cosine
value: 0.8392066286150661
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8692426944903685
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8631603748425567
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8715673768304316
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8643871758114816
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8724091426441261
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7461565194503229
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7403017354497338
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8643871758114816
name: Pearson Max
verified: no, type: spearman_max
value: 0.8724091426441261
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 64
type: sts-test-64
metrics: type: pearson_cosine
value: 0.8213671607347727
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8621003145087452
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8530869243121955
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8631973638935834
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.854140567169475
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8632627342101252
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6853599968011839
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6726454086764928
name: Spearman Dot
verified: no, type: pearson_max
value: 0.854140567169475
name: Pearson Max
verified: no, type: spearman_max
value: 0.8632627342101252
name: Spearman Max
verified: no
Likes: 2 | All-time downloads: 1128
Created: 2024-06-01 22:13:40