Model: dipteshkanojia/xlm-roberta-large-sts-matryoshka
Author: dipteshkanojia
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, xlm-roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:5749, loss:MatryoshkaLoss, loss:CoSENTLoss, en, dataset:sentence-transformers/stsb, arxiv:1908.10084, arxiv:2205.13147, base_model:FacebookAI/xlm-roberta-large, base_model:finetune:FacebookAI/xlm-roberta-large, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: FacebookAI/xlm-roberta-large
Card metadata: base_model: FacebookAI/xlm-roberta-large
datasets: sentence-transformers/stsb
language: en
library_name: sentence-transformers
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:5749, loss:MatryoshkaLoss, loss:CoSENTLoss
widget: source_sentence: A chef is preparing some food.
sentences: Five birds stand on the snow., A chef prepared a meal., There is no 'still' that is not relative to some other object., source_sentence: A woman is adding oil on fishes.
sentences: Large cruise ship floating on the water., It refers to the maximum f-stop (which is defined as the ratio of focal length to effective aperture diameter)., The woman is cutting potatoes., source_sentence: The player shoots the winning points.
sentences: Minimum wage laws hurt the least skilled, least productive the most., The basketball player is about to score points for his team., Three televisions, on on the floor, the other two on a box., source_sentence: Stars form in star-formation regions, which itself develop from molecular clouds.
sentences: Although I believe Searle is mistaken, I don't think you have found the problem., It may be possible for a solar system like ours to exist outside of a galaxy., A blond-haired child performing on the trumpet in front of a house while his younger brother watches., source_sentence: While Queen may refer to both Queen regent (sovereign) or Queen consort, the King has always been the sovereign.
sentences: At first, I thought this is a bit of a tricky question., A man plays the guitar., There is a very good reason not to refer to the Queen's spouse as "King" - because they aren't the King.
model-index: name: SentenceTransformer based on FacebookAI/xlm-roberta-large
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 768
type: sts-dev-768
metrics: type: pearson_cosine
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: -0.038123417655342585
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: -0.030855987437062582
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.0742298464837288
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: -0.016119009479880368
name: Spearman Euclidean
verified: no, type: pearson_dot
value: -0.053239384921975864
name: Pearson Dot
verified: no, type: spearman_dot
value: -0.03860610142560432
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
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
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: -0.040766255073950965
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: -0.028106086435826655
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.076050553000047
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: -0.014573222092867504
name: Spearman Euclidean
verified: no, type: pearson_dot
value: -0.06110575151055097
name: Pearson Dot
verified: no, type: spearman_dot
value: -0.04818501881621991
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
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
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: -0.044210895435818166
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: -0.03253407490039325
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.0529355152933442
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: -0.0338167301189937
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.0887169006335579
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.06886250477710897
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
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
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: -0.05321620243744594
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: -0.026531903856252148
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.06064347235216407
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: -0.0270947004666721
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.07199088437564892
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.05552894816506978
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
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
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: -0.046922199302745354
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: -0.027530540631984835
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.04930495975336398
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: -0.02287953412697089
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.05851507366090909
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.044913605667507114
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
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
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.0005203243269627229
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.007914891421418472
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.008479099839233263
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.0002449834909380018
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.015253799995136243
name: Pearson Dot
verified: no, type: spearman_dot
value: -0.002544651953260673
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
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
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: -0.000985791968546407
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.009210170664121263
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.010968197464829785
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.0006366521814203481
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.030903954394043587
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.0214169911509498
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
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
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: -0.008347426706014351
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.008133437696668973
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.01284332508912676
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.006207692348050752
name: Spearman Euclidean
verified: no, type: pearson_dot
value: -0.10411841010392278
name: Pearson Dot
verified: no, type: spearman_dot
value: -0.10441611480429308
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
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
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: -0.007293947286825709
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.012461130559236479
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.013785631605643068
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.008355374230034162
name: Spearman Euclidean
verified: no, type: pearson_dot
value: -0.07790382803601184
name: Pearson Dot
verified: no, type: spearman_dot
value: -0.08277939304968172
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
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
name: Pearson Cosine
verified: no, type: spearman_cosine
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: -0.012731573411777072
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.003453137865023755
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: -0.013710254571378023
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.0028389826642085166
name: Spearman Euclidean
verified: no, type: pearson_dot
value: -0.04900795414419644
name: Pearson Dot
verified: no, type: spearman_dot
value: -0.05520642056907742
name: Spearman Dot
verified: no, type: pearson_max
name: Pearson Max
verified: no, type: spearman_max
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 7
Created: 2024-09-08 16:13:00