Model: tomaarsen/TinyBERT_L-4_H-312_v2-distilled-from-stsb-roberta-base-v2
Author: tomaarsen
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, loss:MSELoss, en, arxiv:1908.10084, arxiv:2004.09813, base_model:nreimers/TinyBERT_L-4_H-312_v2, base_model:finetune:nreimers/TinyBERT_L-4_H-312_v2, model-index, co2_eq_emissions, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nreimers/TinyBERT_L-4_H-312_v2
Card metadata: language: en
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, loss:MSELoss
base_model: nreimers/TinyBERT_L-4_H-312_v2
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max, negative_mse
widget: source_sentence: A woman at home.
sentences: The woman is inside., The woman is performing for an audience., The two men are freinds, source_sentence: boys play football
sentences: Rival college football players are playing a football game., A man looks at his watch at a bus stop., A woman walking on an old bridge near a mountain., source_sentence: Nobody has a pot
sentences: Nobody has a suit, A woman riding a bicycle on the street., The front is decorated with Ethiopian themes and motifs., source_sentence: A dog plays ball.
sentences: A dog with a ball., A man looking into a microscope in a lab, Children go past their parents., source_sentence: A person standing
sentences: There is a person standing outside, A young man plays a racing video game., Two children playing on the floor with toy trains.
pipeline_tag: sentence-similarity
co2_eq_emissions: emissions: 3.457859864142588
energy_consumed: 0.00889591477312334
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: 0.054
hardware_used: 1 x NVIDIA GeForce RTX 3090
model-index: name: SentenceTransformer based on nreimers/TinyBERT_L-4_H-312_v2
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev
type: sts-dev
metrics: type: pearson_cosine
value: 0.8077673131159315
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8208863013753134
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8225516575982812
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8203236078973807
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8215663439432439
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8202318953605339
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7901487535994149
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7914362691291718
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8225516575982812
name: Pearson Max
verified: no, type: spearman_max
value: 0.8208863013753134
name: Spearman Max
verified: no, task: type: knowledge-distillation
name: Knowledge Distillation
dataset: name: Unknown
type: unknown
metrics: type: negative_mse
value: -50.125449895858765
name: Negative Mse
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test
type: sts-test
metrics: type: pearson_cosine
value: 0.7516961775809978
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7558402072520215
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7762734499549059
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.75965556867712
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7705568379382428
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7553604477247078
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7306801501272192
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7097993872384684
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7762734499549059
name: Pearson Max
verified: no, type: spearman_max
value: 0.75965556867712
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 119
Created: 2024-04-29 16:10:48