Model: mrm8488/multilingual-e5-large-ft-sts-spanish-matryoshka-768-16-5e
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 está acompañando a una mujer en el camino., Dos mujeres están cantando una hermosa canción., source_sentence: La mujer está cortando papas.
sentences: Una mujer está cortando patatas., Los patos blancos se encuentran parados en el suelo., Hay una banda tocando en el escenario principal., source_sentence: Un hombre está buscando algo.
sentences: En un mercado de granjeros, se encuentra un hombre., Romney filmó en una reunión privada de financiadores, Dos perros de color negro están jugando en la hierba., source_sentence: Un hombre saltando la cuerda.
sentences: Un hombre está saltando la cuerda., La capital de Siria fue golpeada por dos explosiones, Los gatitos están comiendo de los platos., source_sentence: El avión está tocando tierra.
sentences: El avión animado se encuentra en proceso de aterrizaje., Un pequeño niño montado en un columpio en el parque., Una persona de sexo femenino está cortando una cebolla.
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: 0.8382359637067547
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8429605562993187
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8336600898033378
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8448900621318144
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8328580183902631
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8441561677427524
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8287262441829462
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8322746204974042
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8382359637067547
name: Pearson Max
verified: no, type: spearman_max
value: 0.8448900621318144
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: 0.8334610747047482
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8405630189692351
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8316848819512679
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8426142019940397
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8305903222472721
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8415256700272777
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8172993617433827
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.823043401157181
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8334610747047482
name: Pearson Max
verified: no, type: spearman_max
value: 0.8426142019940397
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: 0.8240056098321313
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8355774999921849
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8261458415991961
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8355100986320139
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.825647934422587
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8362336344962497
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7924886689283153
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7992788592975302
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8261458415991961
name: Pearson Max
verified: no, type: spearman_max
value: 0.8362336344962497
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: 0.8098656853945027
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8304511476467773
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8208946291392102
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8308359029901535
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8195023110971954
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8302481276550623
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7412744037070784
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7489986968697009
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8208946291392102
name: Pearson Max
verified: no, type: spearman_max
value: 0.8308359029901535
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: 0.7777717898212414
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8152005256760807
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8007095698339157
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8116493253806699
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8000905317852872
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8110794468804238
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6540905690432955
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6589924104221199
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8007095698339157
name: Pearson Max
verified: no, type: spearman_max
value: 0.8152005256760807
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 32
type: sts-dev-32
metrics: type: pearson_cosine
value: 0.7276908730898617
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7805691037554072
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7659952363354546
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7751944660837697
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7674462214503804
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7773298298599879
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5395044219284906
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5341543426421572
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7674462214503804
name: Pearson Max
verified: no, type: spearman_max
value: 0.7805691037554072
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 16
type: sts-dev-16
metrics: type: pearson_cosine
value: 0.6737235484120327
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7425360948217027
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7187007732867645
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7279621825071231
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7234911258158329
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7374355146279606
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.44701957007430754
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.44243975098384164
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7234911258158329
name: Pearson Max
verified: no, type: spearman_max
value: 0.7425360948217027
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: 0.8637130740455785
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8774757245850818
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8739327947840198
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8771247494149252
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8742964420051067
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8774039769000851
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8587248460103846
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8692624735733635
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8742964420051067
name: Pearson Max
verified: no, type: spearman_max
value: 0.8774757245850818
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: 0.8608902316971913
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8761454408181157
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8723366100239835
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8755119028724399
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8727143818945785
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8758699632438892
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8498181878456328
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8568165420931783
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8727143818945785
name: Pearson Max
verified: no, type: spearman_max
value: 0.8761454408181157
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: 0.8546354043013908
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.871536658256446
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8697716394077537
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8737030599161743
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.86989853825415
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8736845554686979
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8131428680674924
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8076436370339797
name: Spearman Dot
verified: no, type: pearson_max
value: 0.86989853825415
name: Pearson Max
verified: no, type: spearman_max
value: 0.8737030599161743
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: 0.8387977115140051
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8645489592292456
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8611375341227384
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8667215229295422
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.862154474303328
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8680162798983022
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7492475609746636
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7363955675375832
name: Spearman Dot
verified: no, type: pearson_max
value: 0.862154474303328
name: Pearson Max
verified: no, type: spearman_max
value: 0.8680162798983022
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: 0.8168102869303625
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8585329796388539
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8518107264951738
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8606717941407515
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8533959511853835
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8623753165991692
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6646337116783656
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6473141838302237
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8533959511853835
name: Pearson Max
verified: no, type: spearman_max
value: 0.8623753165991692
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 32
type: sts-test-32
metrics: type: pearson_cosine
value: 0.7813945227753345
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8424823964509079
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8315336527432531
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8431756901550471
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8345328653107531
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8466076672836096
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5520860449837447
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5319238671245338
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8345328653107531
name: Pearson Max
verified: no, type: spearman_max
value: 0.8466076672836096
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 16
type: sts-test-16
metrics: type: pearson_cosine
value: 0.7198004009567176
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8072120165730962
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7805727606105963
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7997833060148871
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7879106231813758
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8090073332632988
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.44957276876149327
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.4411623904572447
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7879106231813758
name: Pearson Max
verified: no, type: spearman_max
value: 0.8090073332632988
name: Spearman Max
verified: no
Likes: 5 | All-time downloads: 3031
Created: 2024-06-01 22:34:25