Model: tomaarsen/distilroberta-base-nli-2d-matryoshka
Author: tomaarsen
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, roberta, sentence-similarity, feature-extraction, loss:Matryoshka2dLoss, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2402.14776, 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:Matryoshka2dLoss, 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 woman is reading.
sentences: A woman is writing something., A man helps a boy ride a bike., A group wading across a ditch, source_sentence: A man shoots a man.
sentences: A man with a pistol shoots another man., Suicide bomber strikes in Syria, China and Taiwan hold historic talks, source_sentence: A boy is vacuuming.
sentences: A little boy is vacuuming the floor., Breivik: Jail term 'ridiculous', Glorious triple-gold night for Britain, source_sentence: A man is spitting.
sentences: A man is speaking., The boy is jumping into a lake., 10 Things to Know for Thursday, source_sentence: A plane in the sky.
sentences: Two airplanes in the sky., Nelson Mandela undergoes surgery, Nelson Mandela undergoes surgery
pipeline_tag: sentence-similarity
co2_eq_emissions: emissions: 69.2573690422145
energy_consumed: 0.1781760038338226
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: 0.626
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
type: sts-dev
metrics: type: pearson_cosine
value: 0.8395203447657347
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8424556124488326
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8432537220190851
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8435994230515586
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8440900768179745
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8449067313707376
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.763767029856877
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7569706383510251
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8440900768179745
name: Pearson Max
verified: no, type: spearman_max
value: 0.8449067313707376
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test
type: sts-test
metrics: type: pearson_cosine
value: 0.8186702838538092
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8170686920551
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8117192659894803
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.804879002947593
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8127154744140831
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8058410028545979
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7396245702595934
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7256120569318246
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8186702838538092
name: Pearson Max
verified: no, type: spearman_max
value: 0.8170686920551
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 112
Created: 2024-04-29 16:56:36