Model: tomaarsen/distilbert-base-uncased-sts-matryoshka
Author: tomaarsen
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, distilbert, sentence-similarity, feature-extraction, loss:MatryoshkaLoss, loss:CoSENTLoss, en, arxiv:1908.10084, arxiv:2205.13147, base_model:distilbert/distilbert-base-uncased, base_model:finetune:distilbert/distilbert-base-uncased, model-index, co2_eq_emissions, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: distilbert/distilbert-base-uncased
Card metadata: language: en
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, loss:MatryoshkaLoss, loss:CoSENTLoss
base_model: distilbert/distilbert-base-uncased
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
widget: source_sentence: The gate is yellow.
sentences: The gate is blue., The person is starting a fire., A woman is bungee jumping., source_sentence: A plane in the sky.
sentences: Two airplanes in the sky., A man is standing in the rain., There are two men near a wall., source_sentence: A woman is reading.
sentences: A woman is writing something., A woman is applying eye shadow., A dog and a red ball in the air., source_sentence: A baby is laughing.
sentences: The baby laughed in his car seat., Suicide bomber strikes in Syria, Bangladesh Islamist execution upheld, source_sentence: A woman is dancing.
sentences: A woman is dancing in railway station., The flag was moving in the air., three dogs growling On one another
pipeline_tag: sentence-similarity
co2_eq_emissions: emissions: 7.871164130493101
energy_consumed: 0.020249867843471606
source: codecarbon
training_type: fine-tuning
on_cloud: no
cpu_model: 13th Gen Intel(R) Core(TM) i7-13700K
ram_total_size: 31.777088165283203
hours_used: 0.112
hardware_used: 1 x NVIDIA GeForce RTX 3090
model-index: name: SentenceTransformer based on distilbert/distilbert-base-uncased
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 768
type: sts-dev-768
metrics: type: pearson_cosine
value: 0.8647737221000229
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8747521728687471
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8627734228763478
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8657556253211545
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.862712112144467
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8657615257280495
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7442745641899206
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7513830366520415
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8647737221000229
name: Pearson Max
verified: no, type: spearman_max
value: 0.8747521728687471
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: 0.8628378541768764
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8741345340758229
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8619744745534216
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8651450292937584
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8622841683977804
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8653280682431165
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.746359236761633
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7540849763868891
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8628378541768764
name: Pearson Max
verified: no, type: spearman_max
value: 0.8741345340758229
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: 0.8588975886507025
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8714341050301952
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8590790006287132
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8634123185807864
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8591861535833625
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8628587088112977
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7185871795192371
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7288595287151053
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8591861535833625
name: Pearson Max
verified: no, type: spearman_max
value: 0.8714341050301952
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: 0.8528583626543365
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8687502864484896
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8509433708242649
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.857615159782176
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8531616082767298
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8580823134153918
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.697019210549756
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.705924438927243
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8531616082767298
name: Pearson Max
verified: no, type: spearman_max
value: 0.8687502864484896
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: 0.8340115410608493
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.858682843519445
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8351566362279711
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8445869885309296
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.838674217877368
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8460894143343873
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6579249229659768
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6712615573330701
name: Spearman Dot
verified: no, type: pearson_max
value: 0.838674217877368
name: Pearson Max
verified: no, type: spearman_max
value: 0.858682843519445
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: 0.833720870548252
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8469501140979906
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8484755252691695
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8470024066861298
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8492651445573072
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8475238481800537
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6701649984837568
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6526285131648061
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8492651445573072
name: Pearson Max
verified: no, type: spearman_max
value: 0.8475238481800537
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: 0.8325595554355977
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8467500241650668
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8474378528408064
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8462571021525837
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.848182316243596
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8466275072216626
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6736686039338646
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6572299516736647
name: Spearman Dot
verified: no, type: pearson_max
value: 0.848182316243596
name: Pearson Max
verified: no, type: spearman_max
value: 0.8467500241650668
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: 0.8225923032714455
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8403145699624681
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8420998942805191
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8419520394692916
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8434867831513
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8428522494561291
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6230179114374444
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6061595939729718
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8434867831513
name: Pearson Max
verified: no, type: spearman_max
value: 0.8428522494561291
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: 0.8149976807930366
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8349547446101432
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8351661617446753
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8360899024374612
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8375785243041524
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8375574347771609
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5958381414366161
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5793444545861678
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8375785243041524
name: Pearson Max
verified: no, type: spearman_max
value: 0.8375574347771609
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: 0.7981336004264228
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8269913105115189
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8238799955007295
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8289121477853545
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8278657744625194
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8314643517951371
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5206433480609991
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5067194535547845
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8278657744625194
name: Pearson Max
verified: no, type: spearman_max
value: 0.8314643517951371
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 127
Created: 2024-04-29 18:31:00