Model: tomaarsen/distilroberta-base-nli-matryoshka-reduced
Author: tomaarsen
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, roberta, sentence-similarity, feature-extraction, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:distilbert/distilroberta-base, base_model:finetune:distilbert/distilroberta-base, model-index, co2_eq_emissions, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: distilbert/distilroberta-base
Card metadata: language: en
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: distilbert/distilroberta-base
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
widget: source_sentence: A baby is laughing.
sentences: The baby laughed in his car seat., A toddler walks down a hallway., Japan falls silent to mark 311 tragedy, source_sentence: A woman is reading.
sentences: A woman is writing something., The man is in a deserted field., Obama urges no new sanctions on Iran, source_sentence: A man is spitting.
sentences: A man is crying., A girl plays a wind instrument., Kids playing ball in the park., source_sentence: A man shoots a man.
sentences: A man is shooting off guns., A slow loris hanging on a cord., Finance minister promises no new taxes, source_sentence: A boy is vacuuming.
sentences: A little boy is vacuuming the floor., A woman is applying eye shadow., Glorious triple-gold night for Britain
pipeline_tag: sentence-similarity
co2_eq_emissions: emissions: 94.71657156591533
energy_consumed: 0.2436740010751561
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: 0.923
hardware_used: 1 x NVIDIA GeForce RTX 3090
model-index: name: SentenceTransformer based on distilbert/distilroberta-base
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 256
type: sts-dev-256
metrics: type: pearson_cosine
value: 0.832978199459682
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8449812730792539
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8284059469034439
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8314151253676515
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8291459460248565
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8319080532683886
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7274279213358037
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7358272455513368
name: Spearman Dot
verified: no, type: pearson_max
value: 0.832978199459682
name: Pearson Max
verified: no, type: spearman_max
value: 0.8449812730792539
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: 0.8266436609310417
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.841563547795295
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8250171666597236
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8276544602820737
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8255984422889996
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.828520082690129
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7120095981036954
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7163267085950832
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8266436609310417
name: Pearson Max
verified: no, type: spearman_max
value: 0.841563547795295
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: 0.817074395539638
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8355573303767316
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8175610864074738
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8212543828500742
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8175058817585
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8216438541895171
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6852246329807953
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6861394760239012
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8175610864074738
name: Pearson Max
verified: no, type: spearman_max
value: 0.8355573303767316
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: 0.7963856490231295
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8243820415687734
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7982768947167747
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.804919985023919
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.800259304954162
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8069660671225415
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6311831976256888
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6277202377535699
name: Spearman Dot
verified: no, type: pearson_max
value: 0.800259304954162
name: Pearson Max
verified: no, type: spearman_max
value: 0.8243820415687734
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: 0.7401161630034654
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7871969780219474
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7609788932639057
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7761115272699121
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7645256699036285
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7794348361665424
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5201701018366058
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.511537896780009
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7645256699036285
name: Pearson Max
verified: no, type: spearman_max
value: 0.7871969780219474
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: 0.8124139776213125
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8211087618006394
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7835377144525455
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7821679937822867
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.785247473429926
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7839505779526579
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5917356859640799
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5785063907246168
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8124139776213125
name: Pearson Max
verified: no, type: spearman_max
value: 0.8211087618006394
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: 0.8079155052116238
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8190362316108264
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7794841536695422
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7786315620445202
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.781284034387115
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7812532216784576
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5714349767115854
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5601824337480018
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8079155052116238
name: Pearson Max
verified: no, type: spearman_max
value: 0.8190362316108264
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: 0.7987987273687178
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8128864395227673
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7727564778562619
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7727917251788465
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7734618345058613
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7751195654319647
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5397052344713898
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5279010425382445
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7987987273687178
name: Pearson Max
verified: no, type: spearman_max
value: 0.8128864395227673
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: 0.7720012222035324
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7936423982593883
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7561303110063385
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7597271202292094
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7580804607973455
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7628041180101269
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.48898156184384284
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.47793665423562026
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7720012222035324
name: Pearson Max
verified: no, type: spearman_max
value: 0.7936423982593883
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: 0.7137967594997888
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7485767932719462
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7254358927069169
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7339448581065434
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7274341928076351
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7382083636772965
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.385573703763858
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.3749226996833225
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7274341928076351
name: Pearson Max
verified: no, type: spearman_max
value: 0.7485767932719462
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 128
Created: 2024-04-29 18:05:44