Model: tomaarsen/distilroberta-base-nli-matryoshka-v3
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: The gate is yellow.
sentences: A yellow dog is playing in the snow., A turtle walks over the ground., Three men are on stage playing guitars., source_sentence: A woman is reading.
sentences: A woman is writing something., A tiger walks around aimlessly., Gunmen 'kill 10 tourists' in Kashmir, source_sentence: A man jumping rope
sentences: A man is climbing a rope., Bombings kill 19 people in Iraq, Kittens are eating from dishes., source_sentence: A baby is laughing.
sentences: A baby is crawling happily., Kittens are eating from dishes., SFG meeting reviews situation in Mali, source_sentence: A man shoots a man.
sentences: A man is shooting off guns., A man is erasing a chalk board., A girl is riding a bicycle.
pipeline_tag: sentence-similarity
co2_eq_emissions: emissions: 134.46101750442273
energy_consumed: 0.34592314293320514
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: 1.296
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 768
type: sts-dev-768
metrics: type: pearson_cosine
value: 0.8481251400932781
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.851870210632031
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8393267568646925
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8384807951588668
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8409860761844343
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8402437232149903
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.778375740024104
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7779671330832745
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8481251400932781
name: Pearson Max
verified: no, type: spearman_max
value: 0.851870210632031
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: 0.8481027005283404
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8523762836460506
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8386304289845581
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8377488866945335
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8402060724091132
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8394674780683281
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7711669414347555
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7713442697629354
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8481027005283404
name: Pearson Max
verified: no, type: spearman_max
value: 0.8523762836460506
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: 0.842129976172463
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8488334736505414
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8313278330554295
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8315716535622544
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8333448222091957
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8335338271135746
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7445817504026263
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7450058498333884
name: Spearman Dot
verified: no, type: pearson_max
value: 0.842129976172463
name: Pearson Max
verified: no, type: spearman_max
value: 0.8488334736505414
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: 0.8346971467711455
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8445473333837453
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8240728025222037
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8248062249521573
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8254381823447683
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8261820268848477
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7083986436033697
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7093343189476312
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8346971467711455
name: Pearson Max
verified: no, type: spearman_max
value: 0.8445473333837453
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: 0.8201235619233855
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8352180907883887
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8032422421113089
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8047180797117756
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8059536263441476
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8072309964597537
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6360301824635421
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6388601952951507
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8201235619233855
name: Pearson Max
verified: no, type: spearman_max
value: 0.8352180907883887
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: 0.8262197279185375
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8297611922199533
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8103738584802076
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8032653500693283
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8113711464219397
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8047844488402207
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7351063083543349
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7222898603318773
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8262197279185375
name: Pearson Max
verified: no, type: spearman_max
value: 0.8297611922199533
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: 0.8265289700873992
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8303420710627304
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8092042518460232
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8021561300791633
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8099517575676378
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8034311442407586
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7239156858292818
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7141021600172974
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8265289700873992
name: Pearson Max
verified: no, type: spearman_max
value: 0.8303420710627304
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: 0.8247713863827557
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8304669772286988
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8012313573943666
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7951476656544464
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8028104839960224
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7974260171623634
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7011271518071694
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6946104528279369
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8247713863827557
name: Pearson Max
verified: no, type: spearman_max
value: 0.8304669772286988
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: 0.8205553018873636
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8283987535951244
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7931877193499666
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7878356187942884
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7946730313407452
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7891423743206649
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6617612604436709
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.658567255717814
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8205553018873636
name: Pearson Max
verified: no, type: spearman_max
value: 0.8283987535951244
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: 0.8118818737650724
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8241392189948019
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7761319753952881
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7738169467058665
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7777045912119006
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7745630850628562
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5934162536230442
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5884207612393454
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8118818737650724
name: Pearson Max
verified: no, type: spearman_max
value: 0.8241392189948019
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 104
Created: 2024-04-29 19:55:06