Model: pierreinalco/custom-v2
Author: pierreinalco
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, distilbert, sentence-similarity, feature-extraction, dataset_size:10K<n<100K, loss:CosineSimilarityLoss, arxiv:1908.10084, base_model:pierreinalco/distilbert-base-uncased-sts, base_model:finetune:pierreinalco/distilbert-base-uncased-sts, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: pierreinalco/distilbert-base-uncased-sts
Card metadata: library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, dataset_size:10K<n<100K, loss:CosineSimilarityLoss
base_model: pierreinalco/distilbert-base-uncased-sts
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
widget: source_sentence: [SYNTAX] Inversion is a common syntactic feature in questions.
sentences: [SYNTAX] DNA transcription is a common biological mechanism regulating RNA synthesis., [SYNTAX] Fermions and bosons are the two broad categories of subatomic particles., Extensive legislative debate is often required when amending existing public policies., source_sentence: The examination of meaning in language is known as semantics.
sentences: Semantics is the study of meaning in language. , [SYNTAX] Extreme weather events are becoming more frequent due to climate change., Regular practice is essential to ensure the success of musical performances., source_sentence: Marine life thrives in ecosystems teeming with diverse species.
sentences: Climate change modifies the balance of ecosystems around the globe., [SYNTAX] One key focus of archaeology is the exploration of ancient civilizations., By examining butcher marks, scientists can infer ancient dietary practices.  , source_sentence: Bicyclists rode swiftly in the park while a gentle breeze blew.
sentences: Urban parks offer residents vital green spaces for recreation and relaxation.  , Contour farming follows the natural shape of the land to improve water retention., Skipping breakfast can affect your energy levels and concentration throughout the day., source_sentence: Fossil fuel reserves are finite and will eventually be depleted.
sentences: Trace fossils, like footprints and burrows, reveal the behavior of ancient organisms., Electric trains are more environmentally friendly compared to diesel-powered ones., A declining atmospheric pressure frequently indicates the imminent arrival of a storm.
pipeline_tag: sentence-similarity
model-index: name: SentenceTransformer based on pierreinalco/distilbert-base-uncased-sts
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: custom dev
type: custom-dev
metrics: type: pearson_cosine
value: 0.9199550350229381
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8477353426901187
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.922270207368092
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8455601721195604
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.9225814550760436
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8455566196441302
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.9112758242260417
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8381909699446571
name: Spearman Dot
verified: no, type: pearson_max
value: 0.9225814550760436
name: Pearson Max
verified: no, type: spearman_max
value: 0.8477353426901187
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: custom test
type: custom-test
metrics: type: pearson_cosine
value: 0.9124658569127322
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8453565105014698
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.9161256101176948
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.845382323611419
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.9165265409472989
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8457233262812305
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.903021036040846
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8319052098219432
name: Spearman Dot
verified: no, type: pearson_max
value: 0.9165265409472989
name: Pearson Max
verified: no, type: spearman_max
value: 0.8457233262812305
name: Spearman Max
verified: no
Likes: 1 | All-time downloads: 136
Created: 2024-06-18 03:24:03