Model: tomaarsen/distilbert-base-uncased-sts-2d-matryoshka
Author: tomaarsen
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, distilbert, sentence-similarity, feature-extraction, loss:Matryoshka2dLoss, loss:MatryoshkaLoss, loss:CoSENTLoss, en, arxiv:1908.10084, arxiv:2402.14776, 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:Matryoshka2dLoss, 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: A woman is reading.
sentences: A woman is taking a picture., Breivik complains of 'ridicule', The small dog protects its owner., source_sentence: A man shoots a man.
sentences: A man is shooting off guns., A tiger walks around aimlessly., A cat sleeps on purple sheet., source_sentence: A man is speaking.
sentences: A man is talking., 19 hurt in New Orleans shooting, The dogs are chasing a black cat., source_sentence: A man is spitting.
sentences: Breivik complains of 'ridicule', The man is hiking in the woods., Eurozone agrees Greece bail-out, source_sentence: A parrot is talking.
sentences: A parrot is talking into a microphone., A monkey pratices martial arts., The two men are wearing jeans.
pipeline_tag: sentence-similarity
co2_eq_emissions: emissions: 5.379215660466108
energy_consumed: 0.013838919430479152
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: 0.072
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
type: sts-dev
metrics: type: pearson_cosine
value: 0.861868947947514
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8712617743584893
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8611484157829896
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8619125760745536
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8615299857042606
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8623855766060573
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7716399182083511
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.781574012832885
name: Spearman Dot
verified: no, type: pearson_max
value: 0.861868947947514
name: Pearson Max
verified: no, type: spearman_max
value: 0.8712617743584893
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test
type: sts-test
metrics: type: pearson_cosine
value: 0.8281542233533932
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8373087013752897
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.842468233222574
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8374178427964344
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8424571958251152
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8372826604544046
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6750086731901399
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.656834541089774
name: Spearman Dot
verified: no, type: pearson_max
value: 0.842468233222574
name: Pearson Max
verified: no, type: spearman_max
value: 0.8374178427964344
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 120
Created: 2024-04-29 17:01:59